{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Routing, speed imputation, and travel times\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.16.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import multiprocessing as mp\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(use_cache=True, log_console=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "place = 'Piedmont, California, USA'\n",
    "G = ox.graph_from_place(place, network_type='drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Fast nearest node/edge search with OSMnx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert projected graph to edges geodataframe\n",
    "gdf_edges = ox.graph_to_gdfs(ox.project_graph(G), nodes=False)\n",
    "\n",
    "# list of lats and lngs\n",
    "lngs = gdf_edges.head().centroid.map(lambda x: x.coords[0][0])\n",
    "lats = gdf_edges.head().centroid.map(lambda x: x.coords[0][1])\n",
    "\n",
    "# the lat, lng at the spatial center of the graph\n",
    "lng, lat = gdf_edges.unary_union.centroid.coords[0]\n",
    "center_point = lat, lng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest node to some point\n",
    "center_node = ox.get_nearest_node(G, center_point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest nodes to a set of points\n",
    "# optionally specify `method` use use a kdtree or balltree index\n",
    "nearest_nodes = ox.get_nearest_nodes(G, lngs, lats, method='kdtree')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest edge to some point\n",
    "nearest_edge = ox.get_nearest_edge(G, center_point)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the nearest edges to some set of points\n",
    "# optionally specify `method` use use a kdtree or balltree index\n",
    "nearest_edges = ox.get_nearest_edges(G, lngs, lats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Basic routing by distance\n",
    "\n",
    "Pick two nodes. Then find the shortest path between origin and destination, using weight='length' to find the shortest path by minimizing distance traveled (otherwise it treats each edge as weight=1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find the shortest path (by distance) between these nodes then plot it\n",
    "orig = list(G)[0]\n",
    "dest = list(G)[120]\n",
    "route = ox.shortest_path(G, orig, dest, weight='length')\n",
    "fig, ax = ox.plot_graph_route(G, route, route_color='y', route_linewidth=6, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or get *k* shortest paths, weighted by some attribute:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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99x5dunQp0XkVR7Vq1Rg5cmSZj+vAwZM4BNOBRTw9PRk5ciSXL1/m0KFDZTKml5cXb775JgAffPCBzRDm4cOHqVq1qqDZzuNoNBpu375tdzIOGEOlNWvWtHs2dODAAWrUqGHXue7evRsnJyerbjvnzp2jR48edp3LsmXLyM3NZfz48YL3eRyVSsUnn3yCh4cHkydPRiaTlWicxzl79iyzZs3i4MGDtGrVivfee49mzZqVetzIyEjeeecdxo4di4uLC3K5vNRjOnBQHA7BdFAEsVjMK6+8Qnp6OmvXri2TMf39/Zk8eTJKpZL58+cLWie8cOECer2e5s2b2328zZs34+vra7fZ+blz54oNlRa3n06no127doL30ev1xMbG0qFDB4uvb9q0Ca1Wy5AhQ+wac9myZfj4+BARESF4v8fJyclh/vz5SKVS3nnnHapUqVKicZ5k//79vPvuu1y4cIGoqCjeeecdu6MAUqmU6OhoZs+eTefOnblx4wazZ89m6dKl/yp7RQf/Thx1mA6K8NJLL+Hr68vcuXPLxDwgJCSE4cOHExcXZ3fW67BhwyhfvjwLFiyw+7iTJ08mMzOTr7/+2q79nn32WcLDw3nvvffs2s/kLztnzhzB+3h6ejJt2jS++OILi/0iq1atyrhx4/juu++Kdcp5kt69e/PMM8+UumHz0KFDqVWrFvv377fYiLqkyOVy+vXrR61atcjPzycmJoZDhw7h4eFBkyZNqF+/vrklWkpKCidPnqRatWrUr18fjUbD4cOHOXjwYJmdjwMHj+MwLviPU61aNQIDA82hKWdnZ2Qymfm/Uqm0kAGARCIx/zNhMBjM9YqLFi0S7JFaHGFhYfTt25ezZ88WKTEQgr+/PxMnTmT27Nl2Z1rWqVOHwYMH895779kl/FKplFmzZvHTTz/ZZQTu6urKjBkz+PLLL0lMTBS838svv4zBYGDp0qUWX3/hhReoVasWs2bNKtQEujhKeg2WaNasGVFRUajVavbv38/Ro0dLNd7jyOVyunbtSoMGDcwh1by8PK5fv87p06cRi8X07dsXT09PcnJy2Ldv39/mw+vg/weHYP4HqV+/Pi1atCAwMBCJRGIu6n/8X0FBARqNBrVabf6vSqVCrVaTn59Pfn4+BQUFSCQSGjRoQN26dVm9erXNGkAhtG3bls6dO/Pbb7+Vylh9xowZ5vrIkux76dIluzuEDBs2jIoVKzJv3jy79ps4cSIajYZly5YJ3sc0i5wzZ06hBs8mxGIxM2bM4ObNm3aFyMeOHYtEIuGLL74QvI81pFIpPXv2pHHjxmi1Wk6cOMGxY8dKZJZgjcdN4N3d3enWrRvPPPMMOp2OHTt2CDJxd+CgLHA4/fwHEIvFhIeH06RJE/z9/QFjZueOHTuIiYkRPPuwhKmzxMaNG8tELKOiomjevDlbtmwp9YzgwoULNGjQoESCefToUdq1a2e3YG7dupWpU6fi7+9vl1/r7t27GTZsmF0dQBISElCpVPTo0YP169cXeV2v17Nu3TpGjhxJlSpVBM9ez549a7YZLC1arZZffvmFLVu2mEPWbdq0QavVkpqayo0bN/jjjz+4d+9eib+HGo2GZs2aERkZiY+PD9nZ2Rw8eJADBw6UyTU4cFBaHDPMfzgymYzIyEgaNGhA+fLl0el03Llzh+PHj3Px4sUyOUalSpWYMGECu3fvLpOM2MGDB1OnTh3WrFlTJo4uplDn4sWL7TYbF4vFvP/+++zcudPuUOKrr76KWq22a7YI8O6773LmzBm2b99e7HYymYzu3bsTFhZmPtcZM2ZYFZyRI0cSEBDABx98IOg8xGIxc+bM4fPPPyc5OdmuaxCCTCYzRyUqVaqEm5sbIpHI7C+cm5uLWq1Gp9NRUFBQKOJh+v8A5cqVo0KFCpQvXx69Xs+NGzfYtWuXo82Xg78NxwzzX4S7uztt27albt26eHl5oVaruXXrFps3b+bWrVtlfrwRI0Zw+/btMhHLESNGEBwczLJly+xaxyuOvLw8Hj68T1RUOCtX/oRGI/xrq9fr+eOPP2jbtq3dgvnrr78yYsQI5HK5XRmYp0+fpkmTJlYFU6FQ0KtXL0JCQlCpVBw4cICDBw8ye/Zs2rZta3VGtXr1at59912ioqIEzbbFYjEqlYoOHTqwbt06dDqd4GsQgkaj4dSpU4VCpXK5nMDAQAICAvD19cXFxcW8du7q6opEIim0hg7GzzclJYVt27YJajTtwMHfhUMw/yH4+vrStm1bQkNDcXNzIzc3l+vXr3Po0KGn+qTdu3dvnJ2dWblyZZmMVaNGDZYsWVKqtlMm/Py0tG+voU6dAqpU+RAXFzHNmqlZvVrOb78Jr7nbunUrM2fOJDg42C4Dhhs3bpCbm0vPnj3tsujbu3cvLVu2pFatWsTGxpr/Xq1aNaKiovD39yc9PZ0ffvihUJTgzJkztGrVyqpgmsKiffv25ejRozaTstq3b8+dO3dwdnamQ4cOf0mDbpVKxY0bNxzC5+A/iUMwy5DKlSvTsmVLAgICkEgkiETGWb1IJKKgoID8/Hzy8vLIy8sjIyMDnU5H5cqVCQ4OxtnZmczMTP744w9+++23Mk2msIa/vz9Nmzblhx9+KHVrpbZt29K0aVNWrVpVYrGUybS0bVtA48YFBAbqcXcHkciASCRCItEDYuRyMUOGqLh4UUpamrCvr0qlIjExkR49evDZZ5/ZdU5HjhyhU6dOdgmmRqMhMTGRzp07ExsbS5MmTejYsSPlypXjzp07LFmyxKJJ+q+//kp4eDj16tXj0qVLFsc+e/YsERERjBs3jrlz5xa7XiiXy8nMzKSgoIA2bdoQFhbG+fPn2bNnT6nWux04+H/FsYZZBri6upr7Aaanp5OcnGxeuzG9vy4uLri6uprLPtzd3ZHJZKSlpXHhwgV+//33v7zw+p133uHhw4csX768hCNocXeH4OAG9O8/qAQJPlrCwnRERBQQHKxFoQCJxPh+mUJ2Jucc0/soEolQqVQkJIiZPr2c4COZylPmzZtn0YqvOGbPns3evXs5fPiw4H2qVKnC+PHjUavV5ibQmzdvtpgF+zgjR47E29ubTz75xOo2MpmMd955h4SEhGLrWt3d3enfvz9Vq1bl66+/pmnTpjzzzDOIxWKOHTvG7t27HcLpwIEFHGUlTxGT3duXX34peGbo6enJlClTiIuL47vvvnuKZ2eZ6OhomjRpwuzZs21mc0qlWmrW1FO7tpYqVXT4+uopV86Amxs4OYlwcpKjVuvJzlajUonIz4e8PBGZmWIyMsQolSJUKhEqFWg0IkJDddSpU0DFigZkMuNXTCwWmwXSNDPX6/XmnpcmnJ2dMRgMaDQa1q+Xs2OHi+BrnjJlCqmpqXa/388//zw1a9YUZEjg6elJVFQUtWvXxmAwkJaWxueffy54Bu/j48Mbb7zBokWLig3FmxK1Ll26ZLN59fvvv8/Ro0fZvXs3AB06dKBNmzbo9Xp++OEHuwwRHDj4f8AhmE+JJk2a0Lt3b2bPnm33DNF00zt27JjNjMqypGLFirz66qv8+OOPnD9/3vx3uVxL3bo6QkN1BAQ8EkYXFxCLH30VjCFSifm/BoMBvV6PwWAo9L+Lw7Tv46Frg8FgFkjT/rm5IpKSxPzxhxPdu6txdxeZSzby8w289po72dnCQrMNGjSgf//+zJw5064QtFwuZ+bMmaxcudLq2lxwcDDdu3fH39+fjIwM9u/fj4uLC126dGH69OmCjwXw2muvkZeXZ3PmX716dUaOHEl6ejpLly61+uDTuXNnIiMjeffdd80zSrFYzIABA6hfvz63bt1i1apVZeLq5MDBfwGHYD4lxo8fj8FgsLv0wES9evUYOHBgmdQrCmXGjJcQi/8gIWE3/v46ypc34OFhwNm5sDCKxWLzP5FIZBY2EyaBBAqt11rjyW1N4qrT6cw3co1GREqKiCtXnDh0SMadO4/EsG1bFSNHqpDJjFmWKpWKuDgJ773nKfjaZ86cyYULF9iyZYvgfcDYK9PZ2bnIGmhkZCStW7fG3d2dxMREtm3bRlJSkvn1koRzQ0JCGDFiBO+//77NhzB3d3deffVVpFIp8+fPt+qG9P7773Pq1Cm2bdtW6O+VK1dm5MiRZGZm2r2+68DBfxVHWclTIiAgwO6b7+NcunSJPXv2EB0dTXp6+lPLLqxaVctLL+USECBDLl+ASqWiRg3ja0ZRlFgUxsdnjaZ/jz9k6fWiQiL7OKaxLI1pCrPq9SLS0+HWLSeOHXPizBkJ1r6Wv/0mp3VrDSEhRmciJycngoML6NQpn717hYVmf//9d9q1a2f3Z7ZlyxYmTpyIQqEgPz+fHj160KBBA0QiEX/88Qfbt2+3KFZ//PEHkZGRdgmmPdm5OTk5zJ07l9dff53XX3+djz76yOLsedeuXXTv3p29e/cWEuGkpCQ+//xzpkyZQkREhF1NsB04+H/DMcMsBQqFgqlTpzJjxoxSZ5n27duXRo0asWjRIlJTU8voDI3I5Vo++ywXDw8RTk5ORWZ68EgYH5/1PU5BgYicHMjIEJGSIiE+XsLVq07cugUeHhAYqKdCBT2+vnq8vfV4eBhwdzfg5mbA2dmAWAwSCYhEoNNBcrKYs2edOHjQCZVK+HObu7uWhQtzcHV9FJrNyDAwYYKX4DFmz57Nvn377K47nTZtGlKpFBcXF/Ly8jhy5IjNMUymC19//bVdJS2RkZF2hXOlUilvvvkmGo2G+fPnW9xm+vTpXL16lZ9++qnIax07dqRdu3bMmTPHbs9eBw7+azhmmE+BJk2akJeXV2qxBGMrJx8fH15++WU+/vjjEt+0ZDIZNWrUoEaNGgQEBODt7U2tWitwcXnUCePJGePjqNVGYVQqJSQnS4iPF3PxohP371v/qmRnw5Urxn9Pm5wcKRs3OjNkiAq9Xo9UKsXTU0OtWgXExjoJGuPcuXO0bt1asGCGhYXRsWNHPD09MRgMrFq1SnCiTF5eHomJiXTv3p3FixcL2geM5SydO3emXbt2grpyaLVaFixYwIwZM2jZsqVFk4bk5GT8/Pws7r9v3z4aNWrESy+9xKJFi8rkO+3AwX8Nh2CWgrp161psyVRSli9fzpQpU5g0aRIfffRRsSn/UqmU4OBgatSoQaVKlfD29sbd3R2JRIJOpyM3N5e0tDREolVIJHHo9VKz84vBIEKthuxsEWlpEu7elRAXJ+HiRSkZGf/8r8SePS5ERalRKLTmBsft26sFC+b27dtp0qRJsfWOUqmUrl270rRpU6RSKdeuXWPFihVMmjSJ6tWr25VZum3bNiZMmICnp6dd9bXnzp0jIiJCcBsrlUrF6dOn6dixo0XBTE1NpW7dulb3/+qrr5g4cSLvvPMOX3/9tcVaUQcO/p/5598d/6GIxWIqVKhQJInCEhMnTuTMmTOCrNk+++wzpk2bxoQJE/j8888Ri8VUr16dkJAQKlWqRPny5XF3d0cqlaLX68nNzSU9PZ0rV65w69Ytrl+/bs52rFmzgGnTchGJjIk7Go0GlUrE22+7k5r6dD56Hx8fKlasaPYTzc7ORqlUlvmMJSNDRLlyjx4ovL31SKVatFrb16XRaLh+/To9evQoIpg+Pj5ER0dTo0YN1Go1x48fZ9++febzP3v2LM2aNWPXrl2CzzUpKYnMzEyioqJYs2aN4P0OHjxI06ZNEYvFguslt23bRnh4OL6+vkVC+/fu3aNp06ZW983IyOCDDz5g+PDhTJgwocx7YJYUmUyGr68v3t7ePHz4sExcpBw4KAkOwSwhUVFRaDQaQetS3t7egn08NRoNn332GW+88QYffPABEokEvV5PXl4eSqWS69evc+vWLW7cuFFs2FYm0/Lqq7k4OYGTk9Of7b4MrF4tfypi2bJlS5599lnEYrH5WkUikdl4AB7VVZoMuFUqFSqVitzcXHJycsjIyECj0ZCXl0dubq7575bC3sZSl0djh4bqWLkyG71ehFaL+Z9GY8y8zcsTkZsrIidHRFaWGLX6K2rVqsayZWquX9ewa1djunbtga+vL2lpaUVs60zs2rXL3NnFHmP5AwcOEB0dbZf4mQwWfH19BdsjarVadDodPj4+RQQzNjaWPn36FDvT1ev1fPvtt4SHh9OrVy88PT3t7vRSVri6ujJgwABCQkLMiWISiYRNmzaVusenAwclwSGYJaBixYqEh4cLvpE4OTnZ1Yw5IyODBQsWUL16da5fv27THcYSU6fm4elpQCYzFvprtVpOn3biyJGiHqxisZgmTZoQExNj93EAIiIi6NGjB7t37+a3334DoHbt2gwaNIhp06YhFospV64cCoUCLy8vypUrh4eHB+7u7ri5ueHt7Y2/vz8KhQK1Wm02MHjcxMCEad01IGAmUqnxgcHZ2Rl4VLbyeLnLo2SmJ2tD1Tg5XcPNTUKLFlLq1pVw/HgW33//fbFJVxqNhlu3btGlSxe7BDMmJoYePXrQvn179u3bJ2gfHx8fADIzMwUfB4wuSZauIScnh9zcXNq2bWvTvD0mJobMzExzq7INGzbYdQ6lxc/Pj5deeon8/Hy++uorc9OBjh070rdvX5ycnByNpB385TgE007c3d2ZMGEC8fHxghra1q9fH5FIxO3bt+06jlKptNPCTUutWgbq1i2gVi0toaE6ZDKZ2UouNVXM559bNizv168ftWrVKpFgNmvWjJ49e/Lrr79y5MgR898rVapkLl/Q6/U2rycsLIzevXsza9Ysi6/L5XLc3NzMIjtunBY/P4N5fHiU9fv4zLO4ulATxlKZ43z33UVBId1t27YxadIkFAqFXZ+RyQdWiGBGRETQrVs3EhMT7TLEkMuNn7G1B7Tjx4/Tvn17Tp48aXPWaupx2aBBA0JDQzlz5gwHDx4s8yxamUxG7dq1CQ4OpmrVqvj4+CCRSMjOzmbu3LmFtt23bx/Ozs50797dIZgO/nIcgmknAwcOJDU1lRUrVljdRiwWExISQpMmTahbty4nT54swzU8LUFBUK9eAdWq6fDz0+HlZbSpe7we8nEfVo1GxLx5blj6uCtWrEiDBg1YvXq13WfSoEEDoqOj2b17dyGxBKhatSoZGRmCx6pRo0axMylT+NYkBB99JGLevEqoVHcALRKJqWylcCXUk625Hq8LNRgM5vfJ2dlA794aNm60/ZNISUkhPT2dqKgoVq1aJfgaTebqtWvXLtKkWyqV0qJFCxo1akTFihUxGAycOXPG7nCoQqEo1mVp//79VK9enVdffZVdu3ZZrQ/t0KED7dq1Q6fT8fDhQxQKBWFhYbRq1YrMzEzOnz/P4cOHSySe/v7+tGzZkqCgIDw8PJBKpWi1WnJyckhKSuLAgQN069aN+Ph4i/vv3LmTiIgImjZtKuih1YGDssIhmHbg4+ND9erVWbRokflvnp6e1KtXj+rVq+Pn50e5cuVwcnJCr9eTlZVVxH7OHgICtDRoUEBQkFEYFQqjMEqlhW3qnnTkMaHVapFInNi2zZ/79/MtHmP48OEkJiYWuYHbQiqV0rdvX06dOmUOwz5O5cqV7eo/WalSJbuSOSpXbs7t2z2ZMWPGY3/V4uUF3t6gUOgoVw769evMiRO//lkXqsfV1Wj15+ysx8vLWF4jl8sRi8VERmrYuNFV0PH3799Pnz597FqT1Gg03L59m65du3L16lXc3d1p06YNdevWRaFQmLucrF27tsSNt11dXW3aEn799ddERkbSrVs389LC7du3kUqlNGrUiI4dO+Lq6sr+/fs5cOAA7u7uvPPOO+aymHbt2hEeHk6bNm3Iycnh5s2bHD16tJDD0eOIxWLCwsJo3LgxlSpVwsnJiczMTG7evMm1a9e4du1aIVu++vXr4+npadUuUq/Xc/XqVdq3b+8QTAd/KQ7BtIPIyEg0Gg3R0dGUL18eNzc3c/ZpRkYGd+/e5fDhw1y9etWudUdfXy3PPKOlRg0t/v7Gwn93d3ByKnzje9yc3JJ7zpNuPAaDiMzM5mRn+wFFsx3btm2Lp6cnn3/+ud3vxcCBAykoKLA4A5LL5cjlcrtCvF5eXhw/flzw9k2bNrVwg5aSkQHGia3xq92pU1fWrDlqcYbfrJmKl1/ON9dzKhQamjZVc+qUs83jnz17lujoaDp16mQ2NRfCsWPHGDx4MDNmzMDV1ZW8vDxu3LjBmjVrSE5OFjyONRISEhCJRISEhBTrGnXkyBEuXrzICy+8wKhRo8zfpYKCAm7fvs3atWvNIpaTk4NSqaRz586sXbuWH3/8ETB+Zq1ataJ27do0bNgQrVbL3bt3efjwIXl5efj5+REQEICbmxtarZZ79+6xa9cuYmJiio24dOjQgbi4uGJ/Q7t37+b11183z04dOPgrcAimQKKj8+ja9SgGwy3S02tz4cJdrl+/TlxcnOAZhoeHloYNtYSE6KhcWfenIw7mjh1QeMZoSRihcBePx2cTWq3JdEBMcrKYmBgnWrRoS9WqRWeXcrmcTp06ceDAAbvDalWqVKF27dp8/fXXFl8PDw9HrVYLrjkUi8XIZDK7ZlUBAQHmG7ctZDKZxZvqyZNyBg9W4e39qJ4zOlolSDDB2PC5WbNmNgUzNDSUiIgIqlWrhkwm4+HDh8TGxnLkyJEy73uq1WpJTk6mQ4cONm0WMzIy+PLLLwHj90EqlVoVqZiYGNq1a1dk/+3bt7N9+3bEYjFNmzalYcOG5uvMysri9OnTnDt3zq4m6N7e3jatBFNTU9FqtTRq1Mgxy3Twl+EQTAEMHZpLp04a5PJECgriCAs7jJOThP37XdDri76FcrmWBg2MiTeBgTp8fAx4ehot4kwUF0qFR9mdJmNykygb1+QK/hRGEffvS7l9W8KlS04kJMCTH2nVqsnUrFmzyDkOGzaM7OzsEtXZDRkyhJs3b1otqalbt65d4dWQkBBzCFsIderUAeDChQuCtpfJZFYfCg4flhEVpcZgMODk5ERgoBY/P22xzkYmrJWYmEKQ4eHhBAQEIBaLSUlJYf/+/Zw4ceKpdwU5dOgQAwYMsGv2ZSux6Pfff6dz587Ur1/fYrmNXq/n5MmTZZKII5FIyM3Ntbnd/fv3CQ8Pdwimg78Mh2DaoG1bFe3bG82+wVgiIhIZBXHRohy2bHFGoTAQGKjF19cojHJ54eQTYyhVYlUYTSHUJ2eMer2IvDyTf6tRGFu1GsfatWc4f96yQ82T3Lx5k8aNGxf6W2hoKNWqVbPLqs1E165dcXFx4fvvv7e6jZ+fn11hytDQULtC2GFhYTx8+FDQtiYhtMYvv8jo0kWDRKLFyckJsbiAgQPz+fRTD5tjm9Yku3Tpws2bN2nZsiUNGzbE19cXnU7H3bt3+emnnzh37pzgaysLLl68SK9evRgwYIBdRgnFodVquXr1Kj169LAomGVJXl4etWrVsummtGPHDl588UUGDRrE2rVrn+o5OXAADsEsltGjc4mMLEAqNZqWmwRNKpX+2cdRw8CBj57MhXT9MIVSTWOo1Wr0emPT5cxMEampEhISJMTGSrl6VVykzKFWLT+qVg0WLJjXrl1DIpEUyhYdMGAAly5dstsxxdPTk9atW7N161arsyR/f39kMhmnT58WPG7lypV58OCB4O0DAwO5fPmyoG0NBgMBAQFWayu1Wil//CGladMCnJyckEql1K2rQybTotEU//OQy+Wkp6dTvXp1Zs2ahVqt5vbt22zdutUuo/WnwY8//sjw4cOpWLGiXeHQ4vjpp5+YPn261VlmWWFyU7LVUSY+Pp4VK1YwZswYRowYwcqVK5/aOTlwAA7BtIhMpmX69DyqVzcKm1QqNTvUgPFp29nZGWdnoynAk8IoEokKrTE6OzujVqsxGESoVJCVJSI1FapUaUliohsLFx60eXM2kZ6ejr+/v+Br0Wg0aLVaQkNDuXDhAs899xwSiYQffvjBvjcFGDFiBA8fPuTEiRNWt+natSupqal2hR19fHzsaisll8sFJ8jcunWLTp06FRu+XbtWTliY1vwgI5Np6ddPw5o1lsLtctq0aUPDhg3x8vIiPz+f06dPc/To0TITprLg2rVr3Llzh6FDh1rtXmIveXl5f8ksc/fu3bRq1YqwsDCbjj4JCQksWbKECRMmMGTIkGIjHw4clBax7U3+vwgM1PLppzlUr24s/JdKpRQUFFBQUMC1axKmTPHgwQPxnzNDPSKRiIKCAnOdoEajwWAwkJurIyUFrl4Vk5ERwcaNVXnpJXfGjPHijTfK8fHH7nz88UO8vJ4lNLSR4PO7d+8eCoXCrmvKzs4mKCgIHx8fmjRpwk8//SQ4UclE06ZNqVixos2n+ODgYLt6PwK4uLjYVdYikUgEu99s3rzZ7G9rjbQ0KYmJYvMDkVgspkWLR4Ivk8no1KkTU6ZM4d1336V58+YkJCTw6aef8v777/Pzzz//o8TSxHfffYeXlxetW7cuszF/+uknPDw8iIqKKrMxn0Sv13P9+nU6dOggaPt79+6xfPlyatWqxfPPP//UzsuBA8cM8zEiI1UMH67C2RlkMmdEIhFqtRqdDvbscWbtWmON3ptvujF9eh7BwVrkchmZmQbu3TO2w/Lza8uZM7Bz56NEhOnTu6NWnyInp/C6XmJiIjExMfTr148bN24IcnSJj4+nefPmdl1XamoqlSpVYvjw4dy7d09wsowJmUxGVFQUR48eLdbZplmzZgB2hWPd3d0RiUSC1yTBeEP19vYWtG1aWhopKSn07t2bZcuWWd1u0yZnpkzJQ6/X4+TkhKenmvHjq+Pu3hdvb2/UajXXrl1j9erV/0hxtEReXh4HDhygS5cuxMTE2OUYVNyYP/74I3379qVOnTp89dVXdtk+CmXr1q1MnTpVsJvSnTt3WL16NcOHD2fbtm1lcq0OHDyJY4b5J8OH5zJ6tAq5XGT2JjXOGuGLL+RmsQTjutd773kya5YbN25M5Mcfe/H++57s31+P/PzW7N59ptDYaWlpVKlSxeJxf/nlF/Ly8hg1apSg87x58yYSiQSpVPizTkJCAhUrVsTb29suZxoTQ4YMQaVSsWPHjmK3a9++vV1tr8BY46dWq4uULBTHgwcPCAsLE7z9tm3bqFKlCq6u1k0J/vjDmYcPjdECkUiEXC4nIiKV5ORkPv/8c9577z1++OGHMhdLhUJBnTp17I4aCGX//v1kZ2czfPjwMhvz/PnzfPDBB+Tk5DB58mQ6duxYZmObUCqVaDQaixne1rh27RoFBQU0aNCgzM/HgQNwCCYymZZ3382iQwcNMpkEmUyGTqdDrVaTni5i+nR3Tp607MF686aUpCQngoKCAGjcuDExMTFFwp137tzB19fX6jl8/fXXVKpUiVq1atk8X5XK2Di5evXqgq/x6tWriMViVq9ebXfdX0hICDVq1BBknefp6clPP/1k1/gAly5dKpLJWxw7duygSpUqgtdyTUXw0dHRxW538KCzOTnLWMqTxPHjq8rEUMCEWCymWbNmTJgwgTlz5jB16lQGDhzI1KlTmTFjBg0bNiyzY5lYtWoVVatWpXbt2mU2pkqlYsmSJWzfvp127doxffp02rRpU+w+np6e1K5dm8jISNzd3W0eIzc31671ejDmF7i4uNi1jwMHQvm/DskGBGh5660cFAoDMpkMsdi4jqXT6bh2TcJHH7naNOO+d++e+Sk4ODjYok3ctWvXaNGihdUxUlNTSUxMpFOnTsTGxto87/z8fIKCgmwWpj9+jmKx2K6wJxjt7wYNGsTly5dtNso2ddYoibforl27aNy4scUejpa4ffs2d+7cYdCgQXzyySeCjrF//36ioqKKtbLbutWJ7t3Vj5WYGOjXL4+PPvK063qeRC6X06pVKxo0aICPjw86nY47d+6wfv16c/KMXC6nZ8+e9OvXD6lUaldY2xZpaWk8ePCA5557ji+++MJOU//iOXbsGGfPnqVnz5507NiRjh07cvXqVQoKCvD19aVcuXK4urqaIyKmuuLOnTvz7bffFtuUIDMzkwoVKgg+F4VCgYuLi91RDgcOhPJ/K5gtWqgYNUqFs7Mxi/Xx9cq9e51Zs0aYp2h8fDxhYWG4uLjg6upqcT0nLi4OsVhcbB/CPXv28OKLLyKTyWxmmCqVSgICAgSdnwmNRkNwcLBd602jR49Gp9Oxbt06m9sGBASU2KIsJyeHtLQ0unbtKjjLcc2aNbz11ls0aNBA0JrsyZMnefbZZ21Y2Uk5d05Ky5aPSkxq1tTh4qIlP9++n4pCoaBNmzbUrl0bT09PVCoVcXFx/PTTTxZNxVUqFRs3bkSpVPLcc88RFxdXYmETi8U0aNCABg0aEBgYiKurKwUFBeTl5TF16lRyc3OJjY3l4MGDZbL+aDr3jRs3Eh0dTXh4OEqlkvT0dBISEkhKSiIhIaGQGf/AgQN58cUXmTdvnlWT/ocPH5qjN0Lo3bs3aWlpjgbTDp4a/5eCOXRoLh06GOsrTf0iVSoVarWIb76Rc/y45RCsJXJycsxrXvn5+RaNr/V6PRqNhjp16lgtybh16xYajYZmzZoV6fzxJCkpKVSrVk3wOZrOMzAwULC/a9u2balSpQoLFy4UlFErkUhsmn4Xx7Fjx+jWrZvg7bOysrhw4QK9evUSnMR06tQpWrRoUaypwtq1cpo106LVapFKpTg5aRk4UM033xT/U3F1daV169YEBQVRoUIFnJ2dyc7OJjY2lkOHDgkWpn379vHMM88waNAglixZImgfE1WrVqVHjx5UrlwZnU5HamoqMTExxMTEmMXXZPhev359GjduTH5+Pjdv3sTPzw8vLy8MBgN5eXmcOXNGcN9OE2KxmHr16nH79m2rtokm1q1bx2uvvcaIESNYuHChxW3S09PNrk62kMlk1KhRQ9DDnQMHJeX/SjClUi3z5mXj62u8wZvMCAoKClAqRXz0kTvJyfa9JTqdrlC7KGtkZGQQFBRUbA1jSkoKtWrVsimYd+7coX79+nadZ1paWrGlFY8TEBBA586d2b59u6AQKRhLV0xuSCXhxIkTdO/enYYNGwru7vLTTz/x7rvv0rVrV3bt2mVz+127dtGiRYti6/uys6XExYkJDdWazSWaNi3gm2+0PPlz8fX1pU2bNoSGhuLu7k5+fj65ubk4OTkxe/bsEveNXLt2LZMmTSIoKMjcONkaxi4rkbRs2RIPDw/u3r3LihUrrIY6c3Jy2LFjBzt27MDV1ZW2bdvStGlTcnNz2bx5M2KxmOrVq9OmTRtatWrFV199xd27dwWd9yuvvIKTk5Ngd6F169YxadIkq6+np6ebPX5tMWDAAHJzc7l0SZihhwMHJeH/RjBnzFDSoAGYPAYMBh0ajVHwbt6UMHeuq2DzgMfR6XSAsctDcZmr9+/ft5nAcPfuXUGJPzdv3hR8IzGRnJwsKLFGKpXy4osvEhcXZ5eZQFZWlqBmzdbQ6/XEx8fTpk0bwYKp1WrZt28fnTt35sCBAzZD2VqtltjYWDp37lxsQfyPP7owY0aeuYuJm5uabt0K2LlTSnBwMK1ataJ69eo4OzuTmZnJpUuXOHz4sHkW98EHH9C4cWObDz7WSElJ4fLly4wcOZK9e/cSGxuLWq1Go9Hg4eFBQEAAAQEBhISE4Ovri16v59KlS+zYscMui8G8vDx+/fVXQkJCSEtLM78np0+f5qeffmL48OFMmDCBr776ymYD9JEjR+Lj48Mnn3wiuKQjJSUFg8GAv7+/xTDqgwcPBD2EKRQKateuzXfffSfouCVBLBbTv39/tm3bZtd77OC/xf+FYK5bp0QmeySWYPzfBQU6Dh6U8d13biUe2zTDLCgoKNazNC4uzmaWolKpRC63HQ5OS0vDYDAUMf0ujqtXr9K6dWub/RtHjx6NXq+322YsOzu7VIIJRoeX8ePHF2n6XByHDh2iVatWDBgwQFAm75YtW5g2bRpVq1YlwehWb8bLy4tu3bpRp04dJJKPEIuNSVIymYz+/T1o2fI9xGIxqampHDlyhKNHj1o8zwsXLtC6desSCyYY12ijoqJo3749Xbp0KdLnVKVSkZSUxJ49e0rcO9NERkYGXl5ehf6m1+v59ttvGTZsGEOGDOH999+3ur+Pjw8hISEsXbrU7ixslUpFeHi4RRu81NRURCKRTRP5gQMH8uDBg6eW7OPp6cnLL7+MTCbjwIEDDsH8P+Y/LphKfvwRxOLCYmlCLqdUYgmPZpgajeZPY3bLodkrV67Qu3fvYn/8Dx8+LFZ0H+f27dt069ZN8M0yISEBrVZbbNLLmDFjCAwMZNGiRXY7AZmEw8fHp8SJJImJieTn59OhQwebNZ+Ps2nTJoYPHy4oyzYrK4ukpCSioqLMfUCbNGlC27Zt8fHxITMzkz179uDiks6wYZo/s2XFyOVZnD79LVu3xtt8b7Zt28bMmTMJDg4ulafs1q1b2bp1a4n3F0paWprV6MfatWuZOXMmzz//PBs3brS4TXR0NKmpqVYbSBfH7t27iY6O5tixY0U+O61Wi8FgoEKFClZLe3x9falcuXKJGgkIITQ0lCFDhpCWlsYnn3zy1DvNOPhn85+twxw/XsmmTSCRWBZLML7WsmXpUuxN4mdK7LFWA5aTk4Neryc4ONjqWPfu3RO8Dvjzzz9Tvnx5u+rUjh49SmRkZJFZrKenJ1OnTqVSpUosXrxY8Lrlk2i1Wrvr5p7kwoULNGok3CoQjGU79+/fZ9CgQYK237JlCwEBAQwdOpTZs2fTu3dvHj58yKeffspHH33EkSNH2LNHQna2wWyXV1Cgpl6984IeJFQqFYmJiXTv3t2u6/i7SElJsfq91Wq1rF+/nrCwMEJCQixuU7169WLX5ovj5MmT3LlzhzFjxlg9vp+fn9X9O3bsSHp6+lPJjO3SpQvDhw/n/PnzLFy40CGWDv6bgvn990o6dLAslI9P/kQiePXV0h3L5CcLxkLr4txkcnJyCA0Ntfr645mMtkhLS+P+/fv06tVL8Lnu3r2b3NxcXn31Vdzd3QkJCaF///689dZb6HQ6Pv7441I52ajVasGJRdbYu3cvbm5udpfNrFmzhooVK9pcA46IiOCFF17AYDBQuXJl9uzZw4wZM/juu++eeFCQEhPjZBZIqVRKcLAeDw9hpTNbt27F39+/SKjThFwuJzw8XNBYT5u7d+8WG9m4cuUK58+fZ+jQoUW+3x06dEAsFpdYMAG++eYbZDIZL7/8cpHX1Gp1sbWYFSpU4P79+yU+tiWkUimjRo2iTZs2bNy4kU2bNpXp+A7+vfzHQrLWQ7AGA2i1RWecYjHMnq1kxoySWZOZGt2KxWIyMjJQKBRWDQJSU1OpXLlyseMVFBRQu3ZtQU1xt2zZwtixY3F3dxe8rvLZZ58xYcIE3nnnHQwGA0qlkp07d5Zqvc1EXl6eXYXm1sZITU2lS5cudq2jpqWlceXKFfr27csHH3xQ6DV/f3+6du1KcHAwBoOB69evWxDIoqxb50yrVgVIpdo/u9ZoGThQxfLlth9okpOTUSqVREVFmddWK1asSGRkJDVr1sTDwwOVSsXZs2dLXL9aVty/fx+RSFRsDfCGDRsICAjg7bffJjY2luzsbKpWrYqfnx+7du2yO4T/OBqNhkWLFvH6668zbty4Qp6/ubm5ZlMMS6Slpdn8TdlDaGgogwYNQiQSkZuba7NbioP/L/4zgtm/v5K+fY0C+CQGA9y+DVOmKBgwwLidSTRFIhCQmGoVlUqFwWDAz8+Phw8fUr58easOPAkJCWaDcmtkZmZSo0YNQYIZHx9PZmYmvXv3Flzwn5eXx/z5820m/5SEmzdvlomP55EjR2za2Fliw4YNzJw5kz59+rBjxw7atm1L48aNcXd3JzU1lc2bN9vloKNSSbl+XUzduo9KTMLCtEDREhNL7Nu3j759+zJ69GgCAwORyWRkZmZy+fJlfv/996diWl4SjDaAeipXrlxsGcvChQvp0qULoaGhBAQEkJeXx4IFC8rkOpRKJYsXL+bVV1/lxRdf5KuvvgKM6/rF2Ur+/PPPvPPOO7z22mt89913pXIxGjhwIPXr1+f8+fPmGXVAQECZWiM6+HfznxDMb79V4ulpOQSr18OUKRAfb5xBrl+voHdvJY9XgIjFsHq1kqFDSzbL1Gg0VKtWjfT09GK7aMTGxto0Gb9586bgYm0whlmff/55m5mET1LWYglGt6LmzZvTpEmTUlm7nTp1yuwYY81oQS6X4+/vj7+/P+XLl0ehUFCuXDk0Gg1NmjShSZMmqFQqLl++zK5du0qc2bhhgyvvvZdjLjFxdVXTo0cB27fb/umcPXuWZ599Fl9fX/bt28fx48f/9tmkNTQaDf7+/jbrPnfv3l2s8UNpSE1NZenSpbz00ku89dZbfPHFF9y6dcvq2ikYHwA/+eQTRowYweTJk1mwYIFg0TQ2C69LnTp1CAkJQS6Xo9VqadiwIQ0aNCA9Pb3Mw70O/t386wVzwwalxcQeUwh2wICiIvjaa7B4ceF9jEszSsB+0czKyqJ69epcuHCBqlWrWt3uzp07iEQiKlasaHWt8NixYzRv3lyQRR7AuXPniIqKonv37jY71D9tVCoVR48epVevXly/ft3uEoPHiYuLo0OHDgQGBuLl5YWnpyeurq7I5XJzvater6egoID8/HxycnJQKpXExcWRlpZGWFgYgYGBKJXKUpUB3L4t5f59EZUqFZgtFNu317B9uzCD72vXrlGjRo0yCXk/TcoinF4W3Lt3jzlz5jB+/HimTp3Knj17kMlkeHl5WbXQUyqVfPrpp7z++uv079+/SBs3d3d3atSoQZUqVfDz80OhUODm5ob4z3CUUqnk5s2b5OXlkZSUVOrvroP/Lv9awezQQcm4cdZDsA8ewEsvWRa/5GQFarWSx5NFRSLYsAH697f/XG7fvk1oaCgHDhwodr0FjOIaERHBL7/8YvH11NRUVCoVHTt25NdffxV0/CNHjtCuXbsyFUyxWIyrq6vdYrNjxw5q1KjBa6+9xty5c0uUWSiXywkICMDd3Z2goCCys7O5d+8e6enppKSkkJycTFpaWrGz5BMnTtCuXTs6dOjA/v377T6Hx9m505lRo4y2h05OTpQvr6FuXQ2XL9s2j9i9ezdhYWGCjeX/LrKzs21+d/8qVCoVCxcupHv37nTp0gWDwUDnzp358ccfre5jqo+tXr06gwcPxtfXF09PT/NDjlarJTc3F6VSybVr10hNTaVHjx5MmzbtL7wyB/92/pWCuXy5Eh8f6yHYZctg//7iZ4qDBinYtElZaAyJBKKjlWzZYt8s8/z58zRt2pQHDx6gUChwdnZGrVZb3DY2NtZmJuf58+cJCwsTLJgHDhygXbt2tG3b1mK3FHupU6cO/fr1Izk5mRUrVti9/+eff86bb77J1KlTWb16NYmJiYL39fX15eWXXyY3N5f8/HyuXbtW4lrEgwcP0r59+1K/L7/95kS/firE4gJkMhkiEfTtqxIkmFlZWaSnp9OxY0d++OGHEp+DvcjlckJCQqhWrRr+/v54e3vj4uJizoYtKCggMzOT69evc/LkSdLT08s0eaYs2LFjB7t372bw4ME0bNiQY8eOkZycTHBwMMHBwQQEBFC+fHnc3d1xcnLCYDCYk4QePHjAuXPnuHXrFklJSRYfrrp3706lSpUEW/85cPCvE8ziQrA6HfTvL1zsbtyAkJDCCUCDB4O9EzWTbViNGjVITEwkKCiIq1evWtz28OHDhIeHF9u5ZPfu3TRv3pzKlSsLLgY/e/YsrVu3LpUwuLq6MmzYMKpUqcL58+etFqrbQq/Xs2DBAoYNG8b48eNJTk5m69atRZx1niQ0NJShQ4eSmJjI8uXLiYqKokGDBqUq3r9w4QKtWrUq5YOEhJMnnejY0ThblkqlVK+uQ6HQolTa/gklJiYSGBhYiuMXj7u7O8888wzBwcH4+/vj6emJRCJBp9ORm5tLeno6V69e5e7du+ZZboUKFQgNDaVBgwa0bNkSvV5v9SHv70Sr1fLdd98xbNgwxowZg1QqNRvEZ2RkcPPmTRITE0sURlWr1QQFBTkE04Fg/jWCGR6uZMoU6yHYjAwYPdq+meG0aQo2blQWscybN0/J1Kn2jfXgwQMiIiKIi4sjODjYqmCmpaWRlZVF165drYaYVCoVKSkpdOnShW+++UbQ8Xfs2EHTpk0Ft7t6krZt29KpUyeysrJYvHhxqQvBNRoNX331FZUqVaJXr16MGzfO7KJjKVU/IiKCHj16cObMGXMT6n379tGiRQurXqNC2L59O2FhYYSGhpbKOm39emfatHlUYqLVannhBRVffGG7xCQuLo66deuW+NiP4+npSb169YqIo0ajIT09nbi4OK5du0ZsbGyxCUYJCQnmTGypVEqnTp2IjIwsk3N8GqxatYrXX3+dcuXKMXfuXMHWicWRnZ1NpUqVyuDsHPy/8K8QzIULlQQGWg/Brl4N27aVLMN1xQoYO7bwLNOOFnxmzp8/T9u2bdm7dy/9+vUrdtuYmBhat25d7DaHDh2ib9++gss/NBoN165do2vXrnYJZpUqVRg4cCAeHh7s37+fAwcOCN5XCHfv3mXp0qW4u7vTq1cv+vTpQ1RUFMePH2fv3r3o9Xqio6Np1qxZkXrQvLw8Hj58SJcuXUpsrK1SqUhISKBbt26lEky1WkpsrIT69R+VmDRqpEUk0mIwFP8zio2NpU+fPnZnMpvEsUaNGvj7++Ph4VEicbSFVqtl9+7dtG7dutjkmr+bRYsWMXXqVF577TU+/vjjUmd6p6WlFVuy4sDBk/zjBXP9emMJiKUQrF4PRm0qmVgC7N2rYPTowmUmIhGsXatk0CDh4x47dowuXbqYTdj9/PyspqQfOnSIDh06UKtWLWJjYy1uc+7cOZ577jlatmwpOMPyl19+sWos/iTu7u4MHjyYqlWrcuvWLRYvXlzidlRCyMnJYc2aNUilUrp06UJERASRkZFkZmbi5eXF6tWrLb4XR48epUePHqU69tatW5k4cSIKhaJUdXrr17tQt+6jEhO5XE10tIbNm4v/GZlsEUNCQqxGHjw9Palfv7555mgSR7VajVKp5MaNG8TGxnL9+vWnUppisnYMDQ3l5MmTZT5+WaDX6/n000956623ePXVV6320RRKcnLyUw2VO/jv8Y8RzPnzlVSpYvzfmZnwwQewYIH1EGxeHiWum3yS/v1h06bCouzsDPaUmWg0GjIzM2ndujV//PEHzzzzjFXB1Gq13Llzhw4dOlgVTDDOTFq0aCFYME3G4tHR0VbNqMViMc899xxhYWEolUqWLFnyl67haLVaduzYwc6dO5k6dSqurq4sXrzYapnNiRMn6NmzJ40aNeLcuXMlOqYpwzYqKopVq1aV+NwTE6UkJ4sIDHxUYtK2rYbNm63bIZrIyckxC6ZJHGvUqIGfn99fLo7WMJVH2RLMSpUqERwcjIuLCwcPHvxLPVblcjmHDx+mc+fOjBkzpkRJaSZu3rxJu3btnoqJh4P/Jn+7YI4fb/R9hUeC5eMDn35q3Qt2/3748suyEUsjCvLylLg91rhEJDKGeocOFT7KxYsXady4Md988w0vvPACe/bssbrtvn37GDFiRLFhul27dvHGG2/YFSb75ZdfeOWVVyx2DWnZsiVdu3ZFp9OxadOmv832SyqVMmnSJORyOZ9++qnNZI34+Hhat25dYsEEo0dtSQwenuTXX50ZM+ZRiYmPj4YGDdRcuOBscXu5XE79+vWRSCQ0adKE8PBwszimp6dz/fp1rl279peLoyVEIhHPPPOMuWj/1q1bODs74+bmhpeXFx4eHuZsVLVajUQiISgoiC+//LLMz0WhUFCtWjUCAgIoV64cVapUwcPDA7FYjFqtJi0tjapVqxIdHV3icqrbt2+j1WpLnSzn4P+Hv1UwO3SwbpL+tEKwlmjZsiV37jxLaOhLFswMhLN//35atWoFgMFgIDAwkDt37ljc9saNG2g0Gjp06GDVOSUtLY3MzEy6desmuCQhOTmZBw8e8Pzzz5sLuIOCgujfvz/u7u4cO3bMrtZZZY1MJmPy5MlIpVLmzZsnKAy8d+9exo4dK9jMwRLnz5+nV69edO7cWXC5jiWOHJEzYIAKL68CcxPv554rLJimsHPDhg1xd3enoKDALEA3b978R4jj44SHh9OpUydkMhlfffUVKpWK9u3bExwcjEajQaVScfv2bRISErh586Y5rP3CCy+UujuN6fiNGjXCy8sLNzc3c+mLVqslLy8PDw8Pbt68yebNm7l+/bp5Nli/fn1eeOEFdu7cWarvRfv27fn999//UZ+Jg38mf6tgPp5sUxwGA2g0MHBg2Qqlq6sro0ePxs/Pj/3791O9uikU+4hPP1Xy+uvCjqtSqUhNTaVz586cOnWKZs2aWRVMMM5ImzRpUqzV2IkTJ2jfvr2g45vYvHkzY8aMoXLlykRHR1O5cmVu3LjBwoULyyS7sKS4uroyefJktFotH3/8seCbXHx8vPkmvmvXrhIfPyYmhvDw8FIJJsDx4zK6dFEDWuRyqFFDh4+PFpkskJ49e1KtWjXUajXnz5/n8OHDpVo3fZp06NCB1q1bI5VKuXLlCj/99JP5+7F27Vqb+5cme9m0/4svvoizszN37twhNjaWu3fvkpCQUMjkYfr06SQkJBRZvrh48SL9+/enRo0aJW6i/fPPP1O/fn1eeukllixZ4gjNOiiWv1UwLa1PPonBAKdOwccfl61YNmnShF69epGVlcX8+fNRKpXs3194LVMkAntzAo4ePUrPnj358ccfeeONN9ixYwf5+fkWt929ezdNmjQp1irPtF5Tv359Ll68KOgcbt++TVpaGhMmTODhw4csWrSoxG27XF1dyyQZyNPTk4kTJ6LX65k/f77dT/OXL18mLCysVIK5Z88eWrZsWar1UAC9vgAXFxCJjNcgl8OSJXri4yeSkpLCmjVrSnwD/yuoVKkSo0ePxsnJid9//509e/aUSCjc3Nx48OBBic5BJpPx0ksvkZSUxFdffVXs8VUqlVWPZq1Wa7WFmlAWL17MxIkTmTZtGitWrPhHOzI5+Hv529cwbSESQXx82Y0nk8kYNWoUgYGB/P7770/MNhTodEUzZkeMULJypTDBPnnyJFFRUdSsWZNr167RqFEjjh07ZnHbnJwcHj58SNeuXa0mo+j1euLj42nXrp1gwQTYtm0bw4YNY+nSpYJmlXK53GxCbVo3MrraiMjPz+f77783GzTYi0KhYNKkSeh0OtRqdYlCX3v27KFx48alspjTarVcv36djh07lkAw83n3XQ116+qx1OPbySmX+fPfJj3dUPTFfxC1atViyJAhxMXF8d1335VqRqXX681haXvp27cvarWa5cuX29w2JyfHqigWFBTg4eFRonMwoVQqmTt3LqNHj+a1117jwIED7Nu3r1RjOvhv8o9vIG0wwPHjZTNW/fr1mTFjBgqFgs8++8xiaG7y5KJNprt1s+84piSVkydP2mzn9fvvvxfbjQHg+PHj+Pv7I3/c/NYG165dIzc312KbLE9PTyIiIhg8eDBTpkxh9uzZvPvuu/Tu3ZvAwEAePHjA3r17WbJkCTNmzCAhIYExY8YwdOhQs/G5EMRiMT179uSNN97gwYMHfPnll3h5edl1HSaysrJQKpV07tzZ7n0fZ+vWrXh7ewtee6tcOZ8vvlCyaZOKZ56xLJZg/J689156qc7taVO5cmWGDh3K6dOn+fbbb0sdfkxKSqJevXol2jcwMJDLly8L2jYzM9NqU3W1Wl1qwQRjlvsXX3zB9u3badeuHa+99lqJHwYc/Hf5W2eYej1Wb0AmDAZITCxdOFYqlTJs2DCCg4OJiYlh8+bNVrdNSlKg1ysLnZdYDJUrK0lKEnYepiQV0/pO9erVrc7OTp48Sc+ePYu0xPLx8aFDhw6Ehobi6uqKVqulS5cudmUEHj58mC5duvDgwQOqV69OhQoVzJmGGo0GpVJJfHw8N27c4MqVK1bXFFetWkVwcDCDBw9m5syZ/Pjjj1y6dKnYY3fp0oVWrVqh1+vZu3evOQtRpVLRunXrYjOIrXHy5Ek6mFKqS4hSqSQlJYWoqKhiZzedO+czZIjqz9CrsLEDAkp1ak8VT09Pxo4dy7Vr16wa/9vLli1bmDp1Ki1btuTo0aN27avRaAQ/OCmVSoKsuImoVCpc7c3OK4Zjx45x6dIlXnnlFaZOncqHH37oWNd0YOZvFcxjx6BVK+s3JIMBSpsvERoaysCBA9FqtSxdulRQzeHOndC9e+G1zAULhHcyiY+PJy8vjy5dupgTTYoLZ8bFxdG6dWtOnz5NWFgYHTp0wNvbm4yMDE6fPs2hQ4eIjIwkIiLCLsE8cuQI7du3p127djx48ICrV6+aSxjsvQnExcUxa9Ysnn/+eQYNGkRCQgLfffddkXCvyexcJBJx6NChIqGtGzdu0KBBgxIJ5pEjR+jSpQt16tQp1Rrhjh07GDFiBHK5/Inzz+fVVwto3lyHk1PxQqnTgVpdOJNaJIKXX85gyRKvEp/b00AqlfLqq6+SlpZWqjrUJ8nIyGDnzp10796d/Px8u8qU7ty5Q82aNQVt+/DhQ5yfzMb7k/z8/DIVTDBGMz7++GOmT59OVFRUsQ/YDv6/+FtDsosWKUhLKxwCNWHKjB0zpmSzS7FYzJAhQxg+fDhXrlxh9uzZggv0V65UFDkn44xTuHqfOnWKRo0acfbsWWrVqlXsj3rXrl34+voyc+ZM+vTpw4MHD5g3bx4ff/wxO3fuJC8vj7179yKVSmnSpIngcwC4dOkSWq2WJUuWsGXLFmJjY0v1xLxx40YWL16MQqFg+vTphIWFAcbSnPfee4/27dtz/Phx3n33XYvrQAcPHsTb27tE4S69Xs+dO3dsNuG2xY0bN8jLy6N79+4AuLnl8+mnSn78UUXr1jpkMus1wBoNHDokpV8/BUOGyIt8T1q3fjprmC4uOho00BAdnc/gwXn06ZNPRIQad3edzX1fffVV9Ho9S5YsKfPzOnLkiNnGsUuXLoL327NnDx4eHlSsWNHmtvfv37e6FJCTk4Pb4wXUZYRWq+Xs2bN2NXN38N/nb0/6GTtWQUREZV555aI52UavhzffhPj4koll9erVGTp0KCKRiBUrVpQoWSU5GSpVKjzLXLsWBg0Stv++ffto3bo1VatW5cqVKzRu3NiiY49cLqdPnz7mDgwffvihxaQYvV5PbGws7du3LxS6tcW2bdto3LgxDRs25Pz584L3K4579+4xd+5cevbsSd++fenZsycymYyYmBi2bdtWrCDfu3cPtVpNy5YtOXjwoN3HPnDgAMOGDSu1AcHvv/9Ojx4GoqKMhhXFzSYNBsjNhVWr5Bw48HjjaBeyslSUK/foL2IxhIdnExNTsnU1mUxHSIiOoCAdAQE6KlQw4OWlx9UVRKKiYqzXi4iNlbBqlQuZmUXXN0aNGkW5cuWYN2/eU6sz3L17NxkZGURHRwt2/snKyiItLY1u3brZ9Am+f/8+IpHIoiPP9evXS7yOaovbt2/TtGnTpzK2g38nf7tgAjRqFM2BA9346quvSj1W//79adiwIVeuXGHt2rUlmk3J5XKSkj6kUqW3C/3dSlTIIlqtlsTERDp16sTmzZvp378/v//+O4bHpiT+/v6MGzcOlUrFkSNHiIiIKPamtm3bNt5880276t80Gg2xsbF06dKlzAQTIDg42Hyjys/PZ86cOYJvyHFxcYSFhZVIMK9du0ZBQQGtW7cusVH8hx8qCQn5BZHItlDevw9z5si5d8/F4jZTp0pZtkxb6MHq1Ve1Nh+snJx01Kiho3p1PZUra/H1NaBQ6P8Ub8OfY4mQSqVIpTKkUilisRiRSIToz4Pp9Xq0Wi116uQyY0YOn33mRlqayNwYPTIymqCgIJYsWWJ3I3B7OXnyJJ06daJ3795s2LBB0D6HDh2iV69eNrfTarUYDAZ8fX2LlEddvHiRfv36WXS2ssTEiROJiYnhxIkTNrc1uRo5cGDiHyGYfn5+Jba3MlGpUiVGjhyJk5MT3333XYk7UwQGBvLiiy+Sm5uLSgUuj90nRSL47DMlr74qbOa7c+dOxo0bR2pqKgUFBQQFBREXFwdAgwYN6N+/Pzdv3uTbb78FjGHN4hIoMjIySElJoWfPnnZ5aP7888+88847BAUFcevWLcH7WcLHx4dBgwbh7+/PjRs3OHXqFK1bt7Zr9nLo0CHGjx9f4llibGwsTZs2tVMwlaxahc3ZJIBWCxcvivngAxlgWShNPHzogVar5E9zGsD4YCWTZaPReODkZJwtVq+up1IlLRUrPhJGsfjRzdjJyQmpVIZEIkEikZiF0WAwYDAYzOboWq0WnU6HWCzGyckJZ2dnvLy8EIuzeOednMfOwRln5wOcPr2fvLwcwEZ2XRlw4MABnn32WcGCeerUKXr16iWo9ZpOp8PPz6+IYGq1WrKysujcubMgNyyZTCa4UXZQUNBTf9Bw8O/ibxfMgIAApFJpqXxNe/XqRXh4OHFxcaxatarEoafmzZsTFRXFtWvXzMkRT5qy25MJmZCQQG5uLl27duXEiRM0a9aMuLg42rZtS5cuXThy5Eih0pZLly7RunXrYjMOd+7cybBhw+yyicvJySEhIYGoqCgWLVok/AIeQy6X88ILL1CzZk3u37/Pp59+SmpqKmKxmPbt21O7dm2rnTieJDExEY1GY5ex/OPs2rWLqVOnCvLYbdlSycSJWGw6/jgGA6hUsHmzjE2b7FsTW71aysiRhWeZ33yj5d69TNzdCwujVCrFyUlerDAWFBRQUFBgnlkZz09Efj4olWIyM8W4uhrw91fh7JyPh4cHnp6eaLVa83hisRitNouaNXOYNUvEDz/IOXnSjhCJHfj6+lKtWjXzDM+erFmtViuoLEStVlttxXXgwAGioqIEmagLTTYKCgqiUaNGHD582Oa2Dv5/+NsFs3nz5mRmZpYodOrr68uLL76Ii4sLGzZsKFHjZBP9+/c3Z28+MmK2bGQwbpySZcuEzTIvXrxI3bp12blzJ127djWL+5YtW4qEhbZv384777xDlSpVSExMtDjetWvXyM/P59lnn7Ure++XX35h0qRJdhf+m2opw8PDycnJ4dtvv+XGjRvm1/V6PXfv3qVdu3aCBROMmcTW1nVtoVQqycrKolOnTmzcuNHiNpMnK2neHJthVxMiEfz6q/1iCfDrrx6MGFG4EbmrK1So4GzunWlNGLVaLQUFBYVCf3l5IjIzRaSmSrh7V0J8vITr1yXk5xeeJcpkOiZPzqNWLa05ZKvX683/pFIpXl5e5OTkMGyYCrkcDh2yLpoymYx27drRqFEjPD09zaFf4znlcefOHZRKJfn5+Tg5OREQEEDlypXND2+mh4Du3bvTqVMnHj58SExMDDExMRaPZ5olW+vq8zj5+flW3X5OnjzJs88+S+fOnW06Qe3YsYO33nqL1157jZMnT5KXl4erqyvOzs7I5XLc3d0JCgrCy8uLgoKCYm0rHfz/8bcLZrVq1Wz2brRE165dad26NXfu3OGTTz4psfmyTCZjwoQJ+Pj48M0335hDpiYmT4ZFiwon/3ToAH/6mtvk2LFjNG/eHIPBwN27dwkPD+eHH36w6NqTk5PD3bt36dGjB1988UWxY7Zp08YuwUxJSeHBgwc899xzgtxVACIjI+nUqRMGg4Ft27ZZXfc5ePAggwcPtqtN0uHDhxk1alSJWyudOXOGiIiIJwRTyfLlxm43YHtG+eQ23bppWLeuZBmXFy5Ao0aF/+bqqqWgwMmqMKpUIpRKEWlpRmG8fVvCzZsScnKEhU81GgmZmW+g0x0gJ+cPCgrU6PUidDpwcjIex83NDQ8PD3JycujbV0VcnJSkpMLjh4SE8Oyzz+Ln54dKpeLKlSucOnWKpKQkZDIZ5cqVo3HjxkRERJCZmYlUKkWv15OVlcW+ffs4efJkod+fqX1ZrVq16NWrF87OzhYfjCIjI9HpdCQlJdm81ry8PKvmBWD0CW7evLlNwczJyeGTTz5h0KBBdOnSBZFIhF6vR6fTmT+j+Ph49u3bx+uvv06zZs3+sf1BHfz1/O2C6eXlZVfYw8fHh1GjRuHp6ckvv/zCqVOnSnzsihUrMn78eDQaDR999JHF9QpLRgYiEaxapWTYMNuzTNP6ZZMmTcwzo+Is7nbs2MGYMWOK9XA9ePAg7du3Jzw83OrTuyW2bt3K6NGjcXd3L3ZtpmbNmjz//PO4urpy/Phxtm/fXuy4V65cQavV0qpVK8GfZVxcHDqdjvDwcEEJGE9y4MAB2rZtS3BwMAbDaT74AKvlICYMBuO/hAR44w0Fs2ZlUq/eI7F2cYFatVTExtrvRPTBBwo2bSo8yxSJCsjO1qJSGWeMDx9KSE42zhhv3pRYzGq1h27duhEQEMjkyQ9xdpbh5OTEnTsiQIK3t44BA/J55plc9Ho9bm5uaLWZDByYx7x5xhBoUFAQffr0QaFQEB8fz7Jly4o8vJo6hojFYnJzc/n4449tnldWVhZHjx7lypUrTJ48GYkFdxKZTEbHjh0Ff/a2DAp2795NREQETZs2tXlPyMjIYOnSpTaPefHiRTp06OAQTAdm/lbBlMmMP3KhRejR0dE0a9aMe/fusWTJklKZgj/zzDMMGDCA27dv88033xQ7y/n5Z+jbt/As080NZs5U8v77tkXz3r171KtXz+yHWhy3b98mJyeH7t27Ww036vV6rl69Srt27QQLplgspkaNGuh0OqKjoy12o6hUqRIDBgzAx8eHvLw8Zs2aJXjmfv36dZo1a2bXw09CQkKJBVOr1eLmNo+PProtKNvVYIAtW2DNmkef19y5znz/fb65CYAxwzWf8ePtF0yAu3fh8XwSYymShCNHSm/d9iS+vr5ERkayefPmP7uhFBal9HQJX3zhzrBhubRokY9MJsPNzY3q1XNp2LACHToMoXz58ty6dYvly5fb7EnaqFEju5c8xowZw8OHD4v0mhSLxUycOBGVSiW41ZxMJqOgoMDq61qtlitXrtCxY8dSPUQ/ztatW5k+fTohISGFliEc/P/ytxoX1K5d2/wEWxzBwcHMnDmTJk2asGnTJj7//PNSiWVUVBQDBgzAYDDw/fff2wwJrl+v4Mk8IpEInnkGXn3VtpnB1atXCQgIIP5PF3lb3rFHjhzhmWeeKXabrVu34uXlRaVKlYrdTiwW0717d2bNmkXLli25cuUKdevWxdPT07yNQqHgpZde4uWXXyYvL49ffvkFFxcXu8Lcu3fvxtvbu9iw2ZMcOXIEPz8/xELa1jzGsmVKNm5UUqnSbcTi4p2i1GqYOhWef15RSCwBVCo5T1YilC8PcnnJWqC9845zER/iUaOeTu3jyJEjuXv3rs0HpjVr5GRni1CpVEilUsqV82Ds2Lrk5uYyb948vvrqK5ti2aBBA2Qymc1Iw5N4eXnx/fffF/pbWFgY06dPx83NjYULFwoey9fXt9hWeWC06vP09KR69ep2nac1TOu2nTp1KpPxHPz7+VsFs2bNmsX+WGUyGSNHjmT06NHEx8cza9asUmXTisVixo4dS7NmzVi3bh2ZmZm88sorgvYdMEDBk7oqEkFkJLz9dvGiGRMTg7OzM66uriiVSrM7jjUOHz6MSCSiZcuWVrfJysri3r179OzZ0+Lrcrmc559/npkzZ9K8eXN+++03Zs6cybp161AqlfTv3x+5XM6wYcOYMmUKcrmczz//nC+//JJTp05hMBjschVKTU0lJyfHrpvLtWvX0Ov1Nt8PI0rWr1eyaZMSX1+sCqVpNvnwoTEqMHCgglu3rEcBlixxKSRyYjG8+aZa8DU8Tk6OK09Gut3dwdW19O3RHqdbt254eHjwzTff2NxWpzOGf9Vq4zUZDAZu3tzLsmXLBPfp9PPzIz8/3+7s85ycHAYOHIiXlxcvvPACs2fPpk+fPty6dYs5c+YIfuitXLkybm5uNjNvc3JySExMtPqbKAkJCQmlbh/m4L/D3yqYlStXtpoh16xZM2bMmEFAQADLli1j9erVpXIqcXd3Nxf9L1q0iEuXLrFkyRI8PT0ZJNC+59VXi9r4iUQQFgazZ1u/+eTl5aFWqwkPD+fu3bsECmiyefHiRdq0aVPsNjt37qRKlSqFTKxNa7wzZ84kNDSU9PR0cnNz2b9/v3mbjRs3EhQUxIwZM6hUqRKrVq3i008/JTk52bzNnTt3bHZaeZLz589Tv359u/axdZx27ZT8+KOSTZuw6e+q1xs72/Ttq2DsWAVgO1x+6ZKcJ9uV1q5dcuvAzz8vOsucM6dkAmwJUyh2y5YtgpuBJyc/CteqVMZSFHu4cuVKifxav/jiC3x9fXnzzTepWrUqe/fuZcaMGaxZs0bwb1ksFtOvXz/u3btncyYMxubp/v7+grvR2KJ8+fLk5uaWyVgO/v38rYIpl8sJCgoqFJLz8vLitddeIzo6mhMnTvDBBx+UKIv2cQIDA3nzzTcpKCjgww8/NJdV5OXl8e2331K3bl0iIiJsjpOcrODDDy2LZu3aMG+eddFMTk6mVatW1KlTp1A41Brbtm3Dw8ODqlWrWt3mcU/U4OBgJk2axBtvvGEOhX3wwQd89913lCtXrtANJD4+nuPHj7N161Y+/PBDi0XjR48eJcDO9hv79+/HxcVFcGE4GDN+LR3n3XeNYdcJE2zXUMKj8OuCBfbbKe7Z41To/zs5Qb9+JbtJnjnjypNLbXa8HTYZNWoUd+/eLXadTiaTFfqOpaY++n1JJBLc3e1zr7lz5w56vb7YiIcllEolq1atwmAwcPLkSQ4fPmxXRnTnzp2ZNWsW3t7egtvK3bt3j8TERIYOHWrXuVqjSpUq3Lx5s0zGcvDv528TTKlUilwuRyQSMXr0aAB69OjB1KlTAZg3b57ghIDiCA8PZ/z48dy4ccNi+cnt27fZs2cPPXr0sLkeCHD2rHXRDAoyOgFZ4o8//kAul5vDSiIbCpCXl0dSUhI9evQodrtbt24RFhbG6NGjUalULF68mAULFphrIrOysszuQI+zdevWYrP/Ll26hMFgEBguNaJSqXjw4IFdYVlTxnCDBg0AWLnSKJT161sPu4Lx/dfpCpeHODtDRIT9s7nvv3cvskbdo0fJypQAfvut8M1dLIZXXrE9O7LFs88+i7u7u81Q7IgRI3jxxRfN///ePeMMU6/XIxaL8fAwIJHYNm1/nDNnztCxY0e7zzkuLo7NmzfTqVMnwdGHZs2a8d577xEZGcnhw4dZsGAB5cuXp9GTdTtWWLVqFZ6enrRu3dru832c4OBg3NzcSlQr7OC/yd8mmPXq1SM+Pp4vv/ySatWq8f7779OsWTM2b97MwoULbTq4CKF379706tWL/fv3s3r1aqvb/fbbb9y4cYMxY8YI6qJx9qyCSZMsi2alSvDFF0VF8/z580gkEhITE7l3754gj8odO3ZQuXJli+GwiIgIZsyYQb169Th//jxz5sxh2bJlFj1md+/eTbVq1ezuEHLnzh1atGhh1z7Hjh0jODjYrn3u3j3D22//xqZNSjw9i1+f1OuNLd/69lXQr59rIaETiWDIkJKtF964Ufin4OpqLDEpCcuXexRZ746M1FHucZd2O/H19aVVq1Y2Q7EdO3akWrVqhWzikpJEaLUitFotTk5OODkZaNrUvuWNbdu2mXMA7CUmJoajR4/ywgsvFPtQWq9ePd555x2ioqK4cOEC7777Lnv37kWpVHL69Gl69+4tKEEsLy+PQ4cO0blz5xI3ga5WrRrDhw/n8uXLgkLBDv4/+NsEs0mTJpw/f55+/fqZTaYXLFhgV12hNcRiMS+99BJNmjRh9erVhdbvrLFy5UpUKhUvv/yyoGMkJSmYOBGLiUAVKsBXXxUWTZVKhUqlolmzZoLbjMXHx5OdnV1oltm2bVvee+89unfvTmxsLO+99x4bN24stq7y6tWrqNVqOnfuLOi4JkoSlj158iQikUjQbKBvX+P6ZPv23yCVFj+b1OshJsaY7Tp6tCns6kxCgqjQLLN8eXBxsX+W+eGHzoU+S5EIJk60b63vcZ5cRRCLYdq0NowZM4bw8HC71wRHjBhRbChWoVDwxhtv0K5dO7Zt21ZoPVqnk5CUJEalUiEWixGLxXTsaN8M2tQiLjAwkLfeesuusDsYH/6uXbvG+PHji3w3QkNDmTJlCgMHDiQhIYFZs2bxyy+/FArf/vzzz+j1evr16yfoeHv27CE/P58hQ4bY3FYmk9GrVy9ee+01pk+fzvvvv8/YsWO5desWa9asses6Hfy3ERU30/H29n4qVv0KhYKXX375T79LLV988QWjRo1CpVKVumefp6cnr7zyCjKZjMWLFwvqYGDC3d2dt956iz/++IMff/xR0D4BAUo++wyefPA1GCArC0aOfLSmNm7cOAICAli5cqXglmORkZF07tyZ33//nZYtWyISiTh16hS//vqrXUlQ3bp1M4e67OGDDz7g559/tis72WRXuHjxYouvz5unpHp127Z1prDrp5/CyZOW1yYrVFCzdGme+f03GOD8eQkffGB7nfhJli0zZuCa0OthyBAXVCr76zI7d1YyZkzh69NqYdasljRo0IDQ0FBu377N+fPnuXLlSrE1hpUrV2bs2LGsXLnSonl+p06daNeuHSkpKXzzzTcWH55atVIzeHA+np6e6PV6cnJyWLTIldhY+2Zgcrmc4cOHU7VqVbRaLTk5Ofz666/FmnE8Tp8+fWjcuDEGg+HPBCRnxGIx8fHxrFu3rtgHvzp16jBkyBAWLVpUxITdElWqVGH8+PE2W/xNmjQJLy8vrl+/zoMHD8jKyuL8+fMldg9z8O8nPT3d4p3pbzEuaN26NS4uLiQnJ/PFF1+g1+tZtWoVr7/+ul0m3k8SHBzMiBEjyMrKws3NzS6xBGNa+qpVqxgxYgS3bt0S1HcyOVnB888r2bixsGiKRODpCatXKxk61Hizz8jIwMfHp9gfb8uWmfTpo+eHH8ScOaPA09MTsVhMy5YtOXbsGHv27CmRldzevXuJjIykfv36gm9uAElJSbRo0cIuwdy3bx8vvvjiEwbxSr7//lH3F1tCqdHAwIFgK9P1wQNnsrLyKFfu0Zh16ti3Pmdi2TIXpk/PN48jFsOUKWpmzxYumDNnGtdfLT0MSCSgVB7lhx+uIJPJqFu3LmFhYfTq1YvY2FjOnz/PjRs3iny+Q4YMQavV0r9/f+bOnWv+u0KhYPTo0Xh5ebFjx45iyy5+/11K9+5inJzycXd3RyQSERWltlswVSoVy5YtQy6XU6dOHWrVqsXAgQNZunSpIIu7n376iV9++YWaNWtSqVIlUlJSiI2NFfTwd+XKFZKSkhg6dCjz58+3uX1iYiLXr19n0KBBfPDBB1a3q1ChAitWrDDXSTtwYI2/PCSrUCgICwvj7t27LFmyxHxzSE1NNfe2KwmtW7dm1KhRXLp0iXnz5iESiQRloz7JjRs3OHjwIM8995ygbvBGFDz/vOXwrKsrrF1rDM96e3vz4MEDiyO8/74x2eW11/RUrQpvvqnnxx/TGDJkE2fOrGHmzJns2rWrRGIJxpBaXFyc3UXYJQnL3r59G41GQ9u2baleXcmGDcayEGMT5OLXJ+/dM65PDhworCwEYMuWR4biIpHRIq9nT/vXMs+fl/Pk8mDdurbf73LlMvn2W2ONaIMG1tdgRSIw1eprNBrOnTvHypUr+eSTT0hISKBdu3a8/fbb9OrVi2rVqiESiWjQoAHBwYuoW3cSYWFT2bjRGMbu0qUeU6ZMQa1WM2fOHAHdQSQcOmR0y9Hr9bi6ulKtmp7AwJKVaqlUKs6ePcu6deu4efMmI0aMELyvqRn6/v37uXTpkl2RklWrVqFQKARltQOsXbsWuVxOt27dij0fPz8/wedQHGKxmKpVqwpKIHTw7+MvFUypVMorr7zCw4cPLXo5/vjjj0ilUrsLjwcNGkTXrl3ZsWMH69evB4w/AmvtgGxhSjSw5yZQnGg6O8MPPyjx9fUtZLGlUGSyapXxRlu3buEbrUlYnJxUDBx4jI0blXzxhZJy5TJLdE1g7Ibi6+uLQiG89OLixYt2Z8sCuLnNZfToDcyfj831SZ0O9u0zrk++/LL9ZSFbtxpLOR5fXYiOLlnt4969RUtM+va1XGLSqVMm69cr+eYbfaEZbnFYqo7Izc3lxIkTLFu2jKVLl5KRkUGvXk1Zty6dGTN+Q6FIRiIxfj/EYuNMdfToI2zfvpzFixcLNgDYtcvJ7Prj5OSEWGygd++SJTY9zqpVq3BycuL5558v9Vi2yMnJ4ciRIzz77LOCEno0Gg2//vorkZGRVl2oLly4QNeuXe12nHqSyMhIPvjgA8aOHcuECRP48MMPiYqKKtWYDv5Z/KWCOXHiRHQ6nVXjY61Wy7Zt22jRooUgizWZTMbkyZOpVasWK1asKPSULRKJzO4m9jJs2DAUCgX79u2zc08Fzz8vRvdERNAofFC79iTOnz9PdHQmGzYo+eorPe7utm+0IpHxRlmxInzzjZ6NG5XMnasE7BPPlJQUlEqlzVKVJzGFZW2jZ8UK4wNAUND9YusnDQbjmt6MGdCvn0JwuzRrxMY+Ks4XiaBcOeP6pr2sWlW0xKRnz8JrWTNnGqMBY8fqizVTMM2aH0ckgg0brNfrKpW3GDfuF1q1WlGsmbxYDJMmnbdxNU8i4dgxmfl34erqSmiojvLlSxbCNqHValm/fj1hYWGCTDlKy86dO1GpVAw0xuxtcuzYMZRKJcOGDbP4+k8//YRIJOK5554r0fn4+/szadIkunXrxs6dO3n77bd5++232bRpE82bNycyMrJE4zr45/GXCaZJhD777LNiw4oxMTGkp6db/XKb8PX15e2338bZ2ZmPP/64yPqDSCQi/0kLFxvIZDLeeOMNatSowRdffCFoDbMo5ejXT2FVNL/++jZDh+ptzrqsYRLPmjVh0yY9P/6oZPLkx2/AmXz2mfGGvnGjkh9+UNK06SNh/e2336hVq5ZdT9O2wrJSqcm2LhMfn+Kvy2CAvDyjbV3//gquXi2dUJpYuLCow86kSSWbPcXFFX5v3NwgLExY2BWM15idDaNGiXn+eUWRz1MigY0blbz7rulzM0YPhDoamRCLYfp0YfZ2JrZvl6FSGWeZMpkMicRAv34lzwY2ceXKFWJjYxkzZkyJIzv2sG7dOkJDQwUL9HfffUelSpWoV69ekdf0ej0///wzYWFh+Jh6wwlALpczZswYJk6cSEFBAQsWLChUs3n27FlOnDhBu3btBI/p4J/NXyKYXbp0ITQ0lOXLlxebBWfi+++/p3LlytSqVcvi6/Xr12fSpEncu3fPalsuwC7BNAmwk5MTc+fOFZTAUByWRBNsJ7tkZBhvtPHxxtmJLfGUSCAiAjZtMgrkpk16Kld+FL6TyYzroZMmGW+sMTEx6PV6m7Z7j2MKyz5ZDmCyrVu/Xpht3a1bxvXJIUOEr08KJSvLmfT0wu9XUJAesH+W+cEHRUtM3nmn+LCraTZ56ZLxGocPV5CZaay7fDL3zPTQU7++8XPbtMkYPbA1I7c0W/3T70EwBQUSYmKczLWcrq6u1K+vY+zYHLy9SzfTXLVqFUlJSUyaNMmiMJUlt27d4tatWwwePFjQ9qmpqVy4cIG+fftafFi8cOEC9+7dE7wMExoayowZM/D29ubLL79k6dKlFpMMjx8/josp083Bv56nLpgNGjSgbdu2bNq0SbAIpaSkcOnSJYsJQN27d2fgwIEcO3aM5cuXFztbFeq1WadOHSZNmsT9+/f5+OOPS9UJ5XH69Stq2P4kphvhuXPGG+2oUcYb7eTJCp5/XsGoUWIePhQmnsUlm7RqBaYQ7oULFwQnTZhISkoy7zN9un22dUqlmJgYJ6ZOLXnhvhDWrHEpVJMplcKgQfYnteTlyRH6FTCFlr/5xjibfPfdog8Cb71VzuL3wLRObeshyjgjN34fnnwIE4th/Xr7ZpmbNzujVovIy8vD2dkZNzcXGjXSMnt2Dq+8klPiRCCA5cuXExMTw6BBg3jppZfsWi+3l++//x53d3c6dOggaPuNGzcWG3pduXIl3t7eNn8b1apVY9iwYZw5c4aPPvqIxMREq9t6eHiUOFHPwT+PpyqYAQEB9O/fnyNHjtjdZWTDhg04OTmZ19vEYjFjxowhIiKC9evXF2ubZzIjF/JF7dixI0OGDCEmJoZly5aV+Zfb0iwTjDfCggJYuNB4o/3gA8s3lszMcowda7xZTpsmJifnUWjTHkQimD7deG2//vor7u7uVKtWTfD+R48eoVWrj9m0SUmjRrZDkgUFcPUqPHwYgFRaFQ8PPfXrl24GY4sjR+RoNIXfm06dhNfSOTurmTIli7Vrlbi5Fb+tqc529Ggx/fsr2LnT+sOAi4uBn392tvnw9PjYBgNkZj4+Izfy2mtFP3upFCIjhYtmXp6EX35xRqUqIDc3F5lMhpeXFx4eLtStq+Xtt3N5++1smjVTA/Z/Zlu2bOHzzz9HLpczdepURo0aZVfbN6GoVCr27t1L+/btBRlB2Aq9CkkoCgwMZPTo0Vy+fJmff/7Z5jHLlSuHztpNwMG/jqcmmK6urowbN46bN2/y66+/2r2/Vqtl+/btREREUKFCBd58800CAgJYvHixzUa2pto/W+sRw4YNo3379vz0009s2bLF7nMsDrlcTs+ePYtkRWZlwaxZYvr2VTBggIKjR4XPum7cKMewYQr69lXw5ZdiVCrL4mn625N/r13b+F+TT2337t1tHrNyZeP65Lvv/o5MVmAzZGi6yQ8YoODaNWfS0tKQSqU4OTkRHm69OL+sOHu2cPKPmxvUqFF8WLZqVTWffprB99/n0ayZDmfn4ktfrlwxXuOIEQoyMor//KpU0dK9u4qWLTVotV5kZ1vezvR56XRw6pRx/MdNL0zcvasgO5si67UTJxZ7GkX47Tc5P/7oTE5OARkZGeY1TYVCgYeHG9WqGRgxIp+PPsohOjofmcy+m35ycjKffvopX3/9NT4+Prz99ttPJYv2t99+Izs7W5CjDxijK/fv32f48OEWXzclFFnqYNS6dWvGjRvHtWvXLDZgt4Snp2epuiw5+GfxVJx+xGIxb731FhqNhk8++aTEJwcwZcoUvLy8SE9P5/PPPxfsvjFz5kyOHj1q0RZPJpMxceJEypUrx4oVK2w2prUHT09P+vTpQ0hICDLZLqpXfyTEBgN89JGM06dtTF/sZOjQTLp10yORGJNNPvtMzB9/lGPDBmUhwdbrjaUbAEFBQbz44ovMmjXLYui6Tx8l/fsXP5M0XZPBYFy7mzWr8A2+Rg0tQ4fmERgYSEFBAffupbB4sRtpaU8vsOHsrOb77/OQSB6dX2KiiNdf9yqybc+eefTqpcbT03Jo1GAw/s0klN9+K2bXLiEPOHrCw7VERGjw9tbj4gLe3hJcXFzM7lYajQaJRI2TE9y8CTNngj3ruhs3KgsZZRgMxrVSY1sz4bi76+jVS02TJgXI5QZkMhlyuRyJRIJOpyMvLw+tVotaLeLyZQlbt7pw/77E9sBPUL9+ffr378+xY8dK9ABdHAEBAbzyyit8++23hcq2rOHp6clbb73Fli1bLDYgqFatGmPHjmX58uXEx8dTuXJlBg8ejIeHB7/99ht79+4VfG59+vQhKChIkNGCg38Of6nTz/jx43Fyciq1WIJxXeH111/nwIEDdllV3blzh0aNGhURTF9fXyZMmIBGo+Hjjz8WlIQkhIoVK9KnTx8CAwNRKpWsW7eOl14q2uWgrMUSYPXqcljylk9PN/ramnhcEG7dukVubi7du3fnp59+Mv/944+VBAUJW1vT6+HLL+HgQcs36Zs3xaSni/HwyKB8+fKIxcZuItu2Pb0kCLXamfv38wkIMJivoVIlA8bkH2dAzeTJasLCjDNJsCyUYAwrX74sYdmy8rz00lscObIAKL7tV40axhmlj4/e3GbLzc0FiSQdlUpFQUEBBoOBggIRcXFSvvvOlYwM+wVo3ToYNKhw3a4xoKLEHuHNyZGwZo0rP/6oo2dPDc2aafD01CCRSHB1dTWvwanVasLCVDRsmENiophdu5w5f774Oki5XE7Tpk2pU6cO/v7+SCQSwsLCylwwk5OTuXLlCi+88ALvv/++ze2zsrI4duwYPXr04MyZM0VmgPHx8dy4cYPBgweTnJxMSEgIt2/fZtGiRYLzIkxUq1bNas9fB/8+ynyG+fzzz9OwYUM+/fRTu63prBEVFUXTpk2ZPXu2YNH08fHhjTfeYPHixeYOHnXq1GHQoEHcuXOHFStWlMl6ZXBwMFFRUVSoUIH79++zefNmc//OJ2d4ptlYSgp8/LGMO3fKXjwfp2XLTF5//dE1Ggzw8cdiTp0yzpI6dOhAmzZtmDnzFbNtnZC+k1qt0bZOr7d9Y46MVNOpk5rq1aujVCq5fz+TefPc0Gqf3iyzbl01771X2F/2zBkJvr56Klc2mP9uSSgNBsjNhZ07ZWzY8Ojz6d27N9nZ2VZrc6VSPT17qmnYUIuTkwRvb29cXFzIysoiOzsbsbgAJydIShJz6pSMkyelFBTYL5SPs369EqfCPgvodMZks5KjIyJCS/v2GipV0iMWg4uLi3lNr6CggLy8PAwGA+npYg4flrFrlxMgKSKQzs7OqNVqUlJSuHLlCmfOnGHatGk2W8uVBKlUyrvvvsvJkyfZvn27oH1mzJhBfHw833//fZHXZDIZ06ZNQywW89133wn2fn6cihUrMmnSpEL3IAf/DqzNMMtUMCMjI+nWrRsrV64UFBqxh7fffpv09HSWLVsmeJ+JEycikUhYuHAhHTp0oEOHDpw8ebJM1ivd3d158cUXqVChAvHx8fz888/mxtQmngybPY5phnbnDrz3nozs7Kcjnps2KQsJQ0oKvPSS8YZataqSefNsZ7qahCQ9He7d+4yHDx+ya9cuQY11nZ31TJ2aS6VKvsjlchITE9m+XU5MTMnaLgll9Wql2YrvyfW+xzG9ptfDgwcivvzShcuXnXmS8uXLM27cOD7++OMiRulyuZ7Ro/OpUEGHp6cnCoWCrKwsMjMz0ekM3L0r5vx5J86fl6LRlOWDgrEk5fFrMhggKQkmTSp9dmrVqlp69lQRGqrDycmAs7MzcrkcsViMTqcjPz8fsViMRuNHSsponJzKo9FouH//PlevXuX06dNFIjgvvPAC1atX58MPPyz1+T1Js2bNiI6O5qOPPhLUkiskJISRI0eyZMkSix2EIiIi6NGjh+DxHkcqlTJ16lSys7P5/PPP7drXwd/PUxfMkJAQRowYYdMEuqQEBATw8ssv88MPPwg2D/fy8mLq1Kmkpqbi6+vLL7/8UmyneqEoFApee+01srOzWb58udUf08KFSgIDhc3adDq4fRtmz5aRm1t24vmkaGu1sGsXdOsmfH3yxAlYsMB4AzaZ24tEIjZt2iToHJ5/Pp+GDfVUrVqVu3fvkpioZenSpzu7fvHFHLp0KT5JCUzZvBLmz3cmP7+oUD7O4MGDuXXrFseOHTP/zSSWFSvqqVChAlKplNTUVDQaDXFxUnbvlnH//tPrcTBnjpLQ0KKi+WSnnNLg6qojKsq4zunubjCHayUSCSKRsc9mRoaEGTNcSE8vvvbZ1dWV6dOnP5WHaoDJkyej0WgEi9SYMWPw8fEpZGr/OG+88QYajcZq5x1LmAxQRCIR8+fPd3Q9+RdiTTDL5HHXx8eH4cOHc/bs2acilv7+/owZMwadTkf//v3NZSO2yMjIYPv27ZQvX56YmJgyEUuAl156ibS0NObPn1/sk+drrylIS2taxOf0SUw1gyEhsGqVhvXrlcyalYGt9TIhPPlblUqhe3fbRfJaLcyZY0wSMoklQFxcHGAMb0stGaNa4NgxJ3Q6HRqNBm9vbypW1FG58tPNHPzqKyeLJT2mmX1ODvz0k4wXXlDw/vueNsUSjBmZkZGR5sJ3uVzPiy8+EkuRSERycjJKpZYNG1xYtcr1qYolwDvvWHaV8vSEH39UEhhoX42mJfLyJKxf78obb7izfr2cpCQD2dnZZGVlodfrEYvFSCQZREU9FDBWHpmZmdSpU6fU52WJ7777Dn9/f+rXry9o+9WrV+Pu7k779u0tvr5y5Ur8/Pxo2LChoPHkcjlTpkzBYDCUuViaWhfOnTuXDz/8kOnTp9OkSZMyG9+BbUotmDKZjJdffpnk5GTBMw57aNiwIa+88gpJSUnMmDGDnJwcqynhljh27Bjbtm0jPDyckSNHlvp8hg0bhkwm48svv7S5raenJ+npoxg6tCJ9+8o4e1YsSDydnKBePQObNhnF8803MympeFrqWFScUKrVj2zrzp0rOkOJi4sjMDCQ5ORkq05MT3L3rpR79yQolUpcXFwQiUS0aPG0S0ycuXpVXOi91ung/n0R773nyvDhCn74wb5ZblJSEunp6TzzzDO4uhrFskIFo1iC0XDjwQMxn3/uyuXLTjZGKzv697fsAiSRGLujfP11YdGMjlayapXRpcnU/eT775U0bmxLXCX89pucWbM8WbTIlbQ0yMzMRCQS4eLiQtOmWkGmB3K5nIyMDPsuUiBpaWmcO3fOqqPPk5hqOTt06GDxQTwtLY3Tp0/z3HPPCRrPZOlZ1mLZpEkT3nzzTZycnFi+fDlffvkl165dE3xeDsqGUr/TJh9FIQJiL927d6d///4cPnyYr7/+GjC6e1StWhV/f3/B45w4cYIlS5ZQtWpVpk2bVuIi6vDwcEJDQ/nmm28E/RiaNm2KSqX6c1s35swpx4ABCoYNk3HlinEWJ0Q8w8P1bNqkYd06Ja+8koVt8cxlyhRjJ43Q0OK3fHwtVUhbreTkZMqVK8fly5cJDw+3cR6POH3aidzcXPR6PQqFglq1tDg7P10HlPfek3Ppkpj8fGeysoIYNsyVl1/2srhGKZRDhw7Rrl04o0YVFssHDx7w4IGYb75xIS/vr76BKZg0qahogvE7pFBg9hbetEnJ0KHg7o65A4pEYmy9Nm2acbtu3WzPSmNjZcyf74ZGY/RslsvlSKUweHDxIVmFQoFcLufMmTMlvFbbmLK++/TpI2h7W7WcP//8MzqdjhdeeKHYcTw9PalWrRpr1qwps9pLsVjMqFGjeO655zhy5Aiffvop8fHx3Llzh40bN2IwGKhbt26ZHMuBbUr1y46KisLT05NFixaVqUOOWCxm7NixREREsG7dOnbt2mV+7e7du9y9e1fwj8FEcnIyc+bMQaVS8dZbbxESEmLX/j4+PvTq1YsDBw4Ua4X1OLVq1bKYTJCb68aMGQr691cwYoSMuDhh4unsDG3b6ti0ScOaNUqGDy9cBd+hQy6rVyvZtElD8+a2O2nodLBtmzHsKjRJxGAwcOvWLdRqNb6+vgQHBwva79w5KSqViJycHDw8PHByMtC8+dOfZb73XjnGjCnP/ftTqVChZqlHvHs3lpCQnVSt6lxELL/66u8QS9N5Gd2grEUwTN7Cxa1Zm+wVR42CFStsi2Z6uoSDB43dT/R6PW5ublStqqNuXesPk/7+/iQmJpZZOZcl9Ho9mzZtolGjRoKt+datW0dQUJDVPpbr16+nXr16xTYh6NatG1lZWeYs+dJSqVIlZsyYQeXKlVm6dGmh+yAYZ+oikajMjufANqX6df/666989tlnZea9CsakgDfffBN/f38WL15sMcFn+/btVKpUSZAd1uNoNBoWLlzIhQsXGDFiBF5eXoL2E4vFjB8/nrt379rV8qtixYpcunSp2G2ys92YOtUoni+9JCMx0ShktsTTxQV69tSyaZOStWuNs4fx4zW4udlO5NFqYdIkY/nBqlX2J4ZcuXKF+vXrs3nzZvr27YuHh4fNfbRaMRcvSklPT0ciMRbxh4UVAE/fZzMvL4+7d+/y7LPPlmocd3c9o0fnoVYnmjtyPC6WKtXfHxozukdZnm0KRSQCb2/46ivbovnLLzIyMkTk5ub+2WNTTJ8+1p2Vrly58lSiUU9y8eJF0tLSBDekT0xMJCEhwWrLsGvXrnH37l2io6OtjlGjRg2bv3ehdO3alQkTJnDnzh1mz55tNYtXrVbbncHroOSU6heu1WrLrNYSjD6N06ZNo6CggA8//JCUlBSL28XHx5Ofn1/iPnMbN24kPT2d/v37C9p+2LBhSKVSli9fLvgYXl5eODk52eWh++CBG6+9pqBfPwVTp8q4f1+Y6bpcLszb9fZtH06d+oj+/RUkJZU8g/KPP/7Az88Pg8HA8ePHGTt2LBUrVrS537Fjzuh0BlQqFT4+PigUemrU+GuMqXfv3k1gYKCgpsOW8PTU8+KLeZQvb8DNzY28vDwePHhASso/RyxNLFxobGZu7Xtjyn7W640PZ5a+Y6ZQbuHWcZaQsHu3M1qtFp1Oh5ubGwEBOho3/vszQw8cOGBXf841a9agUCgsJtJIpVLEYnGxnUdcXV1L2BKwMIMGDSIyMpKff/6Zb7/91mr0rmHDhiWqD3VQcv4xv/Lw8HDGjx/PjRs3+OSTT2yuEcbFxQnOhLPExo0bqVatms3efdHR0YSEhPD111/btS7RtGlT8vPzS7zwf+uWGxMmGMNsM2bIePjQPtN10w0xORlGjJAxYICCX39ti5eXl821GFsUFBSwYcMG+vXrR0JCAgcOHODFF1+02WQ6LU1MQoKEtLS0P3sxSmjR4q+5sd64cQOVSkXXrl3t3tfLyziz9PY2ULFiRQwGAw8fPuT+fTFff/3PEstHFH0g0uuNtbRz5z7qftKvn/G/U6daThxq3tz2kQ4edCItTUxubi5SqRSJREJ0tIqSGLeXJRcuXEAikQh+SMrJyeHs2bN07doVsVhMgwYNGDZsGNOnT2f27NkoFIpia7jffffdUhsUhIaGUq9ePb7++utixVcsFlO+fPlC/TcdPH2ebs67QHr37k3Tpk3Zv3+/Re9XSxw6dIgJEyYglUpLtMCekJBASkoK/fr1Y+nSpYVe8/f3p2PHjtSsWRORSMSGDRvs7o8ZGhpqMYxSEq5edWPsWGNGZ4sWuYwbp8fNzXjNlgrx8/Jg1SoZ+/cXzgKVy+Xk5uZSr149unbtWmRNxB7i4+PZsGEDQ4YM4cCBAyxbtoz+/fsTGBhoTkawxMmTTlSrlo9Wq8XHx4fg4FQ8PfVkZVkXHalUT+3aOurU0VK+vB6RCJRKEZcvSzl/XorQ576YmBiaN2/O1q1bBV+nt7eekSPzKFfOgJ+fHzqdjtTUVO7eFbNypQtq9T9RLC0zb54zp05ZXsa4dcs4K32ybtf4/bJltydhxw5nhg41fq5ubm5UqJDFggU5nDrlxG+/OZfIf7a0mB6G7Xlo3bdvH2FhYcyZM8f8WZ8+fZpTp07ZjKaVNtFHLBYzcOBA/vjjD5szxzZt2qDVah0zzL+Yv10wx4wZQ9WqVVm9ejWxsbGC90tKSqKgoICWLVty6NChEh17w4YNTJw4EX9/f7Kzs+nYsSP169fH1dWVtLQ09uzZw9GjR0uU0FSxYkW2bdtWovOyRKVKlejSpQtBQUHcuWP0gs3K+p7u3R/g7m4MrZ05I2b+fClguVzCZFX266+/0rdvX27cuGGuqywJN27c4Msvv6R///7UqlWLdevW0a9fPzp06GB1rffyZQnZ2WIyMzPx9vZGLH5A27Zqtm4tGuqSy/V06KCmUSMtMpkBqVSKm5s7IpFxzSw0VEWTJlLWrZMLSrbZt28frVu3pn79+oLML8qX1zFyZD6enuDn509BQcGfYilh5UqXMnbtKWuK5hUIubeOGwcrVjz6/7ZMN0wcO+ZM585qxOJcPD09cXd3RypV0bathjZtCkhNFXHpkpQDB5x5+PCvEc8+ffoUcd+yRV5eHiKR6G+xszOtj27YsMHmthEREYINXByUHX+rYA4bNoyqVauyaNEiu7/YYFyIb968eYkF8969eyQlJTFu3DhkMhk5OTmcO3eOAwcOlCqRSaFQIJVKOX/+fInHAOOaSMeOHWnQoAGurq48ePCALVu2FDJg2LRJ+FqkSCTCYDBw9uxZQkJCGD58OHPnzrV6rcabnrTYmrm0tDSWLVtG586dGTx4MKtWrWLixIn88ccfPHjwwMIeRps4Dw+jYJYvX54mTR7y8KGYY8ecMM0WK1bUMmyYCg8Pw58tpzyQSCTmhxdvb280Gg1icTLjx+exZo2clJTivs56fH1VaDQ/8+KLGg4dymfnTmerQlupkpZBg1R4ehojDmq1mocPH5KYKOW77+RP1Qu3LChfvqj7z0PbvgKkpSkwGArbKSoUoBTgf7BypStvvJGLWq1GLpfj5OSEwWBAp9Mhk6moUEFD27YFpKSIOH1axoEDTuTnl714enp6Mnr0aHx8fFiyZIld+5YvXx6DwfCXi6VMJqNp06Zs2bLF5gO6j48P7u7uxfYEdvB0+NsEs3v37oSGhlJQUMDw4cNZuHCh3SGNHTt2MHXqVCIiIgrZldnDTz/9xKuvvsqXX34puFzEFuHh4eTl5ZV4/bJZs2a0bNkSX19f8vLyOH/+PHv37rW7U8KTuLq6mt/jDRs2UKVKFSZMmGC19VCfPn3w9PS0aTOm1+vZtWsXlStXJjQ0lBMnTtCsWTOrM+xjx5xo1kzDgwcPqFixIgUFBXTtmknz5gVcviwlKUlCz54qypWTUqlSJUQiEdnZ2WRkZJjPXyo1vlalShUkkruMHp3Ppk1yrl0zGgZ4eekJCtJSubKOgAA9vr56nJwM/2vvvMOaOt8+/s1JCCGEQJiyl8hwIMhSqqCoiKIgihNn3aOO2lq7x69vtUut1lqrra177z1RUVw4UEAQUZYygwEC2e8fNClIQk7C0vZ8rotLTM5zzhOSnPt57vG9wWRegbm5A3r0UMDBQYiNG9morm5o/Lp1EyMmRgQWi0CHDh1QW1uLsrIyPH3KwF9/vb7Gks1mw9zcHGZmZujeXQDg1b6xumWV68qzZwzs2sXCmDFisFgs8Pl8MJlMGBoagsPhQKFQQCqVwsCgBra2tYiKEiE3l8DVq0xcu8aATKa78bS0lMHPTwIzMzkqKggYGw9EUNAglJWVYcWKFTpnkFpZWbVLw+fAwEBIJBJSovShoaGoqqpq0eoECnK0i8H09fXFW2+9hZ07dyIrKwuLFi3CsmXLsHLlSp3qsyoqKpCYmIghQ4bg/v37etV2vXjxAlVVVejRo0eLGUxPT0+dY56Ojo4YOHAg3NzcoFAokJ2djZ07d6KwsLBF5gTUuXUzMzNV///555+xbNkyjB49Wq0b6OnTpxgwYADYbDapL+elS5cQERGBw4cPN9ksuLqawIEDLMTHC8FglMHCwgJcLhdc7kuYmf1zg+vQoQMkEgkKCwshEgGPH9ORkcGCXA6EhUkgk+XCzs4ODg4OKCoqwrhxNSguFoPLlcPIqC6GShAE2Gw22Gw2DA0NwWAwoFAo/r4xvsC0afWNphz9+0vQu7cYTCYDNjY2EAqFKC8vR3Y2A9u2vR7Gks1mY8aMGTAzM1Nlb9L+3hIqd3SmpkfR2GC2PleuGOLGDQa++24s7tz5HZ6eYvB4dQtHQ0NDGBoagsvlQqFQQCwWw929Bm5uNRg5kobMTDoSE5l4+JAOoGnj2bmzGLGxIjg4yEGj1b3XpqamAJKQm3sN169XQSBgaD3Pq4SEhKC8vFyPV948vLy8SHvZPD09STU+oGh52txg2tjYqNR77t2r+0KvWLEC77zzDt5//338/PPPGstJ1HHq1Cl07twZc+fOxYoVK/Sa0+3btxEcHIwDBw7oNf5VrKysSO142Ww2Bg4ciG7dusHIyAhFRUXYt2+fTqUoZLGwsICZmRmSk5NVjwmFQmzevBlvv/02srKyGl03MTERgYGBWLx4MZYvX67VA/DkyROMGzcOlZWVMDc3b/LYhw8NYGIiR1SUADU1NTA3N4eFhQUsLS0hl8v/3okYIC8vDwUFBDZvbpiNmpbGwLhxtVAoCmBlZYUOHTqgqqoKpqa1ql2Nsi5QubMRiUQoLy+HUCiElZXV36UwRZg2TYgjR1gICRHDy0sKIyMjWFtbg8/nQyAQIC2Ngd27WZDL299YAnUJHzweD8ePH8fLly/x8uVL8Pn8Bh6ICRMqoaEGv9URi+kQCrti61YOpFIpXF0lCAsTw8dHDC5XBBqNBhaLpXqf5HI5WCwRunWrRbduUggEdQld586xkJ/f0OCZmckwcWINvL1loNNpYLONwWAwVOEGsbgGZmY1SEhQYMQIGtLT6ThzxhA5OdqlCm1tbeHi4oLff/+9tf40GrGzsyOtdc3j8VpFhpRCO21qMFksFubMmYOcnBycOHFC9bhUKsWPP/6I6dOn45133sHvv/+uUzLKunXr8OGHH2LKlCn4448/dJ7X+fPnERYWBldX12ZnnVlYWDQZvyQIAqGhoQgJCYG5ubmqVdTKlSs1xPxahvj4eBQXFzeKzWRnZ+PSpUsYMWIEnj171igTcNWqVfjggw8wf/58rFy5sslrSKVS5Ofnw9bWFjQaDUwms0m3dHJyXQJInz5iODkVgSDqWkgZGRmBw+FALpdDIpHgxg1Wo9INqZTAX3+xMHiwGCEhJaitrYWlpSXYbDbkcjnEYjGqqqpQVVWlcrGJxTTw+QRsbBSqDjZKozl5ct0O2szMDKampigqKkJNjQiXLhni3Ll/YquvAwwGA0KhsEn3nYmJzq1sNaKrVKlSlF8Zi8vJMfjbYMnQubMMYWFidOpUCxarRlXbyGKxYGRk9PdCqRY9e0oQEiJFSQkN9+4Z4OFDOvz8pOjZUwIms64WlslkqtqMKRdYRkZGMDQ0hEwmg6GhCP7+Ivj7S1FcTOD2bQOcOcOEUNh418lgMDBz5kw8efKkVbqoNIWZmRnYbDauXLmi9VilQhmVHds+tKnBnD9/PmpqarBp0ya1z//2228YNWoU3n77bezZswd37twhdd7a2lqsX78e8+bN06tcQiwW4/nz5xgwYAA21E8R1IOAgAAIhcJGuzFvb2/07dsXDg4OkEqlyMzMxF9//YWysjLMmzcP77zzDjZt2tQqX4SuXbvC2dlZo8LKyZMn4e7ujjlz5uDrr79ukHQglUrx008/4b333kNCQgK2bt3a5LVycnLg5uaG8vJyWFpaanUpP37MwOPHDJiaytGjhwS2tjJYWFTC25sNQIrHjxlISdH0MSVw/DgLxcUEYmIUsLKi4fnz56itrYVcTkNZGYHnzwnk5zPw9CkdL14QAAgYGsoxdWoNgBJYWlrC0dERNTU1qnq9goIC1NTIcOiQIe7fb92+nfqg7BDSFMavJEqTrd9tCZTKT42TV+h4+JCOhw+ZoNNl6NlTip49xXB2FoLBUMDAwAAsFksV75RIJGAwamFtLcKAAXVnUC6ogLq6SYlEgsrKuvfa3l4OIyNAIBDAyMhI9SOTycBg1Px9HjESEw2wZ88/8VwrKyvMmDEDUqlU472pNVHGJMmElLp3795qwvVNweVyKUUhtKHBnDRpEkxMTLB8+fIms8B2796NiooKjBo1CmZmZrhw4QKp8xcWFmL37t0YPXo0nj9/rnL3kiUxMRGjRo0CQRDN0sXt1KmTqv7SysoKkZGR6NSpExgMBvLz87F161akpaU1GLNq1SqMHTsW06dPx6+//tqi2pChoaEYMmQIrl271mSM9tdff8VHH32EadOmNVo0CAQCbNiwAbNnz8aAAQNw5swZjefJyspCfHw8Hj58qJOb++VLAufP/yOKvnTpTGRnZ2HvXu01k7duMTF48IdITr6DCxcOQyBg4/lzQmO8USQi8PvvRpgypQYKRQkMDQ3BZDJRXV2NmpoaVFbSsG2bEQoK2r3qSi0ymUwVs9QEi9U2CkrqMDU11fodksnouHKFjitXDGFkJEPfvhIEBEjQoUOVytNQP95Zf5EgEolQU1OD6moajh9n/e0BoGPQoAGIiDBASckuODtXg05XgMlkgsViwcTERGWEo6MBqbQriou58Pf3h62tLfLz87Fx48YW1cQmi7W1NWkj6OLi0ua7y5iYGAQFBaG0tBS//vrrfzrZqE3uCP3794enpyfWrVtH6o99+vRpVFRUIDY2FmZmZqRvunfv3oWdnR1Gjx6t1v3YFPfu3cPIkSPRs2fPZvX0tLa2Rk5ODj766CNwOByUl5fj7NmzuHLlSpNfxh07doDJZGLy5Mn44osv9L4+UJcUEBgYiI4dO4LJZOLs2bM4f/58k2OkUinWr1+PBQsWYOrUqbh79y4yMjJU71deXh727t2L+Ph4JCUlaXwfc3NzVT0Pu3XrhuDgYFKZf/Wpq7c0RWrqI1LHDxkyBAYGRli//gykUnJttUQiAhs2GKF3bwm6dJGCyxVDJKLh8WMGzp0zbJQ5+zqhUChIGMw2mowaeDyeToanpoaO48fpOH6cBUtLGQYMEKFrVwnMzUUq1z6dTodMJoNIJIJMRsPNmwbYvp0Fsfgf96qbmwcyMyX47TcTcDgyREaK4e8vgYWFQNWCTBkzHTCAiZKSgcjPz2+1ZtY2Njbw9vZGbm4unjx5ovE4Y2NjVFZWany+PmZmZs0uV9OVgIAAJCUloUuXLvjwww+xc+fOFtPMfdNodYNJEAQiIiJw8+ZNnTJHb9y4gZcvX2LixIkwMzMjHZs8fvw4bG1tMWvWLHzzzTc6lWJkZmbqbTD9/PzQr18/0Ol0ODg4IDU1FWfOnNEpc3fbtm348ssvSRfWK/Hx8YGfnx8cHR3B4dQV9peVleHatWs4d+4c6XKdoqIilJaWwtnZGa6urmAwGCq1k2vXruHGjRuIiYlB165dmzSCBw8exNtvv42DBw9iwIAB6Nq1K27duoX8/HyUlZVpVAFSMm3aNBAEQUrUnSAIhISE6PQ6lcjlBBITDZGYqH+7r/ZAKpVqNZjKLGElzXHJmpoCukhGBwUF6VVXDQClpXTs2MHGjh2Au7sE/fqJ4OYmAYslhlBIQ3a2AY4fZ6lVDrK0tFTFAauq6Ni3zwj79hmhY0cx4uNFcHYWwtDQEEKhEEVFF/DFF63XYgwA4uLiYG1tDUPDus/Xy5cv8fz5c+Tm5iIlJUXl4jQyMiKlCkYQBAiCaNMdZmhoKGg0Gk6ePInjx48jJiYG48ePR2pqKnbu3NkuO/L2pNUNplwux9WrV9GzZ08UFRXpZIwePXqEtWvXYs6cOXjnnXewdu1aUm/Qpk2bsHTpUixYsECnzNmTJ09i8eLF4HA4pAwdj8dDVFQUvL29QRAEBAIBRCIRvvzyS9LXrI9UKsWTJ08wYMAAUgYzLCwM/fv3B0EQKCsrw6NHjyAWixESEoIff/xR5+sTBAFzc3McOXIE169fB4PBgJeXF0JCQjBs2DDExMSARqOhVEsF/PPnz7F3716MHDkSiYmJKjm+AQMGgMPh4MmTJ7hz5w4ePHjQ6P0cOXIkHB0dsX//foSHh+P27dtNGtiIiAgoFApcvHhR59f7OtG7d2+wWKwmd+9K5HK5VoPJeOWb3VYxTIIg4OzsjO3btzf7XNnZBsjOJucxUCYPqQvFPH7MxP79wKJFwr9FFJiwthbCyEjWKsIJSurnDLi6usLPzw8ODg5wdXVFZGQkqqurce3aNfB4PFJlIsrvCo/H03tBoivh4eG4f/++6tqHDh2CWCzGW2+9hU8//RS7d+9uFGL6N9MmLtkjR46gvLwcQ4YMAY/Hw9GjR0mPff78OX744QcsWLAA77//PlatWkVq17h69WosW7YM06dPx2+//UbqWiUlJaisrERkZKSqCe2rKLNce/XqBTMzM1RUVODMmTO4cuUK5s6d2+wP8pEjR7Bw4ULVuTURFxeHgIAAnD9/HufPn1d9oJXz8/T0xKNH5FyaSsaOHdugeFoqleLBgwcq98uiRYtgZWWF8PBwrVnMGRkZWL9+PaKjo+Hg4IDCwkKkpaWhuLgYNBoNvXr1QkREBHbv3q1aXfft2xf+/v4qF1lwcDA6d+7cpPsnPz//jVY8YbPZWLJkCQwMDCCXyxEYGIj/+7//a3IMGYNpQM7OtDjh4eGQSCRt6rJzcHBAXFwcxGKxRr3XR4/oEAppMDKSwNDQEHR6XT/WCxfaRqYvJyenwc6QzWYjOjoaERERePr0KWmPkkgkgru7e5sYTCcnJ3A4nEbay8owi5GRESZMmID09HT89ddfrT6f14E2C9QkJSVh+/bt6NWrl8bO5pqoqKjAN998AwBYunQpqT6WtbW1WLduHVxcXDBs2DDS17p9+za6dOnS6HEHBwdMmzYNX331FQYOrIt9fPvtt1ixYgUuXboEuVwOKyurZt8oioqKUF5errEvH1DXKy8gIAB//PEHzp4922CXJpfL8fz5c4SFhel0XXt7e3Tp0gU7d+5U+7ynpyesra2xa9cuuLu7IyIiQus5S0tLsXnzZqxZswZXr15FVVUVvL29ERUVhaKiIly+fBlTpkxBYGAgfH19MWDAABw8eFAVT7pw4QLCw8ObvEZ6errOMdLXBQaDgcWLF0MoFOKzzz7D119/DUNDQ0yZMqXJceXl5WCxWPD19YWnpyfc3Nzg4OAAGxsb8Hi8vyUNG45pC88ZQRDo06dPm2icOjs7Y9KkSfjiiy8wd+5cGBgYaJHBoyM3l47a2lrQaDTQaDR07do8sfTmoGwPp1AodDI2VVVVOrUsaw5hYWEoLS1tsEFRCoCcPn0au3btwrp16+Dh4YGFCxeCy+W2ybzakzZNA3zw4AF++eUXzJw5E/PmzcO6detI+8DFYjG+/fZbzJs3D++++y5++eUXrSULRUVF2LZtGxISEvDy5UtSmrMXLlxQ1WQWFBQgIiICPXr0gLGxMYqLi7Fnzx61QXdl/8uWCMhv3rwZixYtUlvG4enpibCwMOzatUtjosK1a9cQGxur0zUnTpyInJwcjbvSMWPG4MGDB7h37x4MDQ0RGxuLp0+fkqqXVRbXK8X12Ww2+vXrh4iICOzduxdDhw6FmZkZLl26hBs3bqjGZWRkIDIyEh4eHm1eG9faEASBxYsXQ6FQYNWqVara0Q0bNmDu3Lno3bu3xtZNqamp6NOnD0aOHKm6+St3nMp/udzFqC/A3hyXrCHJEK+ybdz+/fv1v1g9XFxc4OPjA7FYDLFYDLlcDg8PD7i6usLAwAAlJSW4cOECrly5Qip+fe8eA15eUigUCrBYLLi4KFuQtX0nFYIg0L9/f5w/f16nPIuysjLYt5EihYuLS4PvIwD06NEDIpFINee8vDz8/PPPWLBgAT744AMkJyfr1A3oTaPN8+bz8vIauFh//PFH0pqrcrkcP/30EyZPnoy5c+fir7/+0up2TEtLw6FDhxATEwOBQKC1tlMsFquSjZTdPe7du4fTp083GVsKCAhoVv/L+pSUlODXX3/FtGnTsGzZMmzZsgX5+flgs9lISEhASkpKk4b51q1bGD58OHx9fUmV10RGRsLY2FijMEFcXBzodDp27NgBoC4hy9XVFVOmTMHy5ct1liQUCoU4evQocnNzER8fDxaLhYcPHzaqn1XGJvv27fuvM5jz5s0Dm81upKBUUFCAEydOICoqCk+ePNGYDPJqS7pX+fNPITicf/7f2jFMNzc3dOnSpcmGx7pib28PX19fEAQBOp0OAwMD1NbW4syZM7h27ZrOSV7Xrxtg5EiRSuSAza5Bx44yPH7c9gbT2dkZBEGQbmeo5MyZM5g7dy6cnZ1btPxMHcpynvr4+Pg0Elh58eIFysrKIBaLERwcDBqN1mTf0DeZdsmd5/P5WL58OQBg2bJlpFys9dm8eTNu3ryJSZMmISgoSOvx169fR2JiIuLj4+Hu7q72GB6PhzFjxuCLL76AqakpCgoKsGnTJnzxxRc4ePCg1kQMT0/PFu1w8OzZM3z99dcoKyvD3LlzMXXqVMydOxcCgQB79uzROj4zMxNRUVFaj+NwOAgLC8OJEyfUrnQtLCwQEBCAffv2Nfjy7Nq1C+Xl5Zg/f77WInpNPHjwADQaDXl5eRqTRO7fvw8zMzM4OTnpdY3XkVmzZsHS0lJjPP7y5cvIysrCjBkzSDc/fpVX35LW1BO3sLDA+PHjIZPJMGbMGHz00Uf48MMPsWzZMixduhSLFy/G4MGDwalvwUmQlJSEb775Bl9//TW+/PJLVFVV4f79+7h8+bJevSeFQjqKi2kQiUSg0+uMZHBw+7hlRaK6khk2WzdB/Pz8fGRnZzcZsmkpBAIB/P39Vd9vGxsbODs7q03cvHr1KqytrbFv3z4EBwfrfU943Wm3V1VbW4tvv/0WfD4f7777rs5uhoMHD+L06dOIjY1FZGSk1uNPnTqFO3fuYOrUqX/LodXFkCIiIvDBBx/g/fffh4uLCy5duoRPP/0UGzdu1Emez9raGg8fPtTpNWijtrYWGzZswIYNG+Ds7Awej0dab3Lfvn3gcrnw8vJq8rjJkyejvLxcY/bylClTNApBrF27FiwWS2vMralrEwTRpHanXC7HpUuXtMYy3xSmTp0KBwcHrF69usmkrj/++AMikQizZ8/W6zr0VzZNDAZTa6KQPjg7O2Px4sWq5LekpCTcuHEDt2/fxr1795CWloaioiL06NEDH330ET7++GPMnTsX06dPx8yZMxEfH6/6PmqDRqM1u5NIVhYDEokECkWdslCnTu1jMAsLC1FeXo65c+fqPHbr1q3gcDik8giaw8aNG8FkMvG///0PH3/8MRYuXIicnBy194KrV6+q3h+ZTIbAwMBWnVt70a5SJkoX66RJkzB37ly1KjhNcfHiRbx8+RLx8fEwMzPT2nh1z5494HK5mDdvHkpKSlTdMNLS0nD69GnwyTT9UwOXywWTyWwV0XSgbqVnYGCAFy9eIDg4mFQJRVVVFdLT0zFq1CiNZS6+vr6ws7PDDz/8oPb50NBQmJuba8zaFIvF2LRpE2bNmoV+/fppFUeoT+/evdGxY0esXbtWqxv71q1b6NevH2xsbHQS5n/dUIpJrFmzRmM2Z33Wrl2L999/H7GxsTh48GCzrm1gIMGff9ZCJKoBjaYAjVa3C6XR/umbqfz/q9R9fBp+NxSKukSisjJbpKQ8ISUpx+Vy8dZbb8HGxkYlIODm5gZ/f3+cPXtWq3uSIIhmG8zr1w3Qp09dPNTQ0BBWVtVgs2Vq9WVbG2W3oDFjxmhMtlNHbW0tTp8+jYEDB+L69et6dWkig1AoxFdffQVPT084Ojri0aNHyMvL03g8n8+Hl5cXnj17hpCQkDc2Ga8pXot9859//onk5GQkJCSgV69eOo29c+cONm3ahG7dumHGjBkaj7OwsMC4cePg7OwMBqOuddO2bdvw2WefYdeuXXobS6DuRlhbW9vsfpWamDJlCl68eIHCwkKdbhg7duwAnU7HqFGjGj1HEARGjBiBmzdvqr15M5lMREVFITExUeMXksPhYOrUqRCJRBgwYAC6d+9Oal6BgYGIiorCiRMnSLUvk0qlSEpKeuN3mf369UNqaipp1729vT0UCgWCg4N13k286hEjCAWMjYUwN1eAxwPMzAAuFzAxATicuh82GzAyamw0CaLxD51eV7piY5OGqKjvsXs3H99/3/R3SCAQ4Pjx4/jjjz+wfv16bNiwAStWrMDBgwcRERGh1f1Mo9GaHR/NzjZAdTUNYrH479ZoCvTsKWnWOfVF2S2oW7duOu/IEhMTUVFRobd3RxcePXqEs2fPNmksgbokSxsbGyQmJsLGxuZf6ZZ9bV7R4cOHceLECURHR2PIkCE6jc3OzsaqVavg4OCAxYsXq7olMBgMDBgwAMuWLcOSJUvg6OiI8+fP45NPPkFVVRWio6NVxzYHLy+vFu1bWR/lLu/3339XdeIgi1Qqxa5du1QqQPUZN24cZDKZRtnBSZMmQSgU4tSpUxrPP2/ePFRVVeGrr75SafFqS3kfPnw4hg8fjnPnzmnMAlVHcnIyOnXqpLVt2OsMl8sl5YXw9fXFsmXLMGHCBDx58gTHjh1DREQEhg4d2gaz1A3lDpVOB1xcgD17+Fi0SLfF5/Xr1yEWi7UullvCJQsAT5/SVTFEgiDQtWv7GEygLlehsLAQQ4cO1TlO//vvv8PW1hb+/v6tNDvdUMoXZmVlQSaToWfPnu09pRbntVKXvnz5Mvh8PsaNGwcej6e1M0Z9SkpK8O2332LBggX47LPP8PLlS5ibm0MsFuPhw4c4depUA7X9lStX4r333sN7772HlStXNmt3aG1t3aRh0RcWi4WoqChcvHgRVVVV8PDwAIPBIK1EBNRlCT9+/BiTJ0/GV199BaCuprRz584aY4ceHh5wc3PTmIlpa2uLqVOnwsDAQCWmf/LkSVXXh++++65RZwMGg4EZM2bA3t4ef/31l6rEhCzm5uaorKxEdHT0G1skLZfLVZ021BEYGIjIyEiw2WykpaVh//79qmSz8vJyJCQkgM1maw091B0PkAwNthhK4xkaCgQF8TF2LE/rmF69esHT0xM0Gg19+/ZVeRHqN8VWls0oFApERESo1J2UKH8n869CoQCPdwNc7klVHNPevvmZ7co5z549G0+fPkVKSkqTngQGg4GhQ4eiR48ekEqlKCkpwcyZM7Fu3TpSMnlAXYnJ9evXMXz4cNy/f1+vRKiWxMzMTOWtevLkCYKCgpqly/06QmtKdszc3LwNmwL9g6OjI2bOnInnz5/jl19+IbWrUnYG8fT0VGXA3blzp8mMUiaTiUWLFsHY2BhbtmzRq3SBy+Vi2bJl+OKLL1rcJTtz5kyYm5vjm2++QWBgIGJjYyEQCFBcXKxT308Gg4HPPvsMDx48wK5du/Dhhx+ipKREowLSZ599huzsbLULFh8fHyQkJCA3Nxe///57o/jjO++8AzMzMyxfvlz1XK9evRAVFQW5XI4DBw7oVKvq4OCAfv36wcHBAXfv3kXv3r2xYsWKdmlx1Fzmzp0LFovVIGZMEAT69euH0NBQMJlM3L9/HwcOHFAb13Vzc8O0adOwa9cuEuVCQmzYIAOPJ1d9fxSKf36U1H+s/o+65E2F4h93rdI4asojUigAqRQYM6ax0bSzs0NUVBTc3Nwgl8vx4sULvHjxAsXFxZDJZJBKpZBKpZDJZJBIJA0eo9FooNPpKl1VpWFVPqb8V7l7pNPpqt+VP1ZWLzF48FWwWCyIxWKUltZg8WJTLX9P7bBYLIwdOxZ2dnbgcOqaZ9+/f7/BPYjBYCA2NhZ+fn4Qi8U4e/asyqhMmjQJHh4eOpdqffLJJ8jNzcWff/7Z7NegL3Z2dpg3bx52796Nu3fvwsXFBTNmzMCnn37a7oZcH8rLy9V+sl9LgwnUlXksWLAANTU1WLlypdobCJPJRP/+/eHn56fqDJKcnIykpCT06NEDw4cPx+rVq7UmiowZMwa+vr7Iy8vDjh07dIpnRkRE4K233mp2h5FXsbKywuLFi7FmzRoUFhbigw8+QF5eHu7cuYOEhAT873//06nNjpeXFyZOnIjS0lKYm5vjyy+/VPs3HT58OPz8/PD55583WqgwmUx88sknuHfvnsaO7wRBYNmyZRCJRNi2bRsmTpwILpeLK1euICsrC6NHj8b69eu1Jr24uLigX79+sLa2xsWLF3Hr1i1IpVIsXboUhYWF2LJlC+nX/rrA5XLx3nvvQSqVIi8vD0ZGRrC1tYVcLsfNmzdx4sQJrTeXWbNmAQDWr1+v9Xqurq6YNm0aPvroo2bPnUajISEhAWKxuMEO9+OP+ejWTX3CkEIB1NQAEybwwGQyG4mAJCYmtlqiXFN07CjGkiVCmJqaQiKRoLi4BkuWNN9g1ocgCAQFBWHw4MGQSqW4fPkybGxs0LVrV4hEIpw9exZXr15tNG7JkiVQKBQaE/HU0bVrV4wdO7bdjBOHw8HSpUvx5MmTBgv5zz//HDdu3MDx48fbfE7NRZPBfK1csvVR1mouWrQIy5Yta5CGHxAQoMq2q62txf379xt1Brl58yYCAwMxefJkrQLsO3fuxOXLlzFq1Ci8//77KCgowJEjR0gVBrdW/DIqKgrl5eUoLCyEg4MDTE1NsW7dOggEAlRWVmLEiBE6GY2MjAz8+eefmDBhAo4fP67WWFpYWCAwMBC7d+9Wu6sfNmwYJBKJRmMJ1LkdV65ciQ8//BDz589Hbm4u1qxZozLuZ86cweTJk7Fu3TrU1NQ0Gt+xY0f069cPXC4XFy9exJ07dxrErS5cuICYmJhm9y1tDwQCAb766isMGjQIDg4OqK2txeHDhxupqTRFXl4eunXrRurYlky6GDZsGJhMZqN62f/9r24H6ejIx48/Ntx10mh1SUT/+58XCGIiRCIR7t+/j1OnTrVrT8X6ykV1xfktfw25XI7k5GTcunULEyZMQO/evSEWi3H48OEms0fXr1+PZcuWITQ0lLQ7MzU1FSNHjkTfvn2b7FXbGjAYDCxcuBDl5eWNvF7Jycno1avXG2kwNfHaGkygLn16xYoVmDNnDt577z08f/4cHTp0AFAnZrx///4mmyJv3rwZH330EcLDw7WWYhQUFGDlypVwcnLC0KFDMWvWLIjFYjx9+hR3795Famqq2tWbtbU1Tpw40azXqY5OnTqpROqHDRuGwsJCVVzw+PHjGD16NHg8nk674X79+kEgEKhd2QJ1ffnu37+v0WXauXNnjWPrM23aNMjlcvz555+N3Nw3btyAlZUVEhISsGnTJpXR8/LyQr9+/cBisXD+/PkGHRJeHR8dHY3o6Og3UoJLedPUl+fPnyM4OJjUsQRBaG2lRoawsDC4uLhg/fr1GpNu8vJ4iI8Hdu3iN9CxpdEAT89r+OADiU51za1JfWF6hUIBmazl61OVSKVSncInVVVVuHPnDvr27atT/O/+/fsICgpqU4PJ4/Ewf/58SKVSrFmzptHzp0+fxltvvdWkzOObxmttMIG6ldratWsxZswYdOnSBYcOHSJdvC8UCnHu3DkMGDAAN27cILWqzc3Nxc8//wwmk4mePXuie/fuiIuLw6hRo1BdXY3CwkI8fPgQd+7cAYvFapX6Sy8vLxAEgeTkZLBYLDg6OmLjxo2q5+/du4ewsDDMnj1ba2cLJZ6ennBycsJPP/2k8Zjc3FyNCxAul6tqP9UUAQEB6NChA5YvX94o8UfJ8ePHkZCQgIULFyIzMxNubm4AgPPnz+Phw4dab/IHDx5sMnnm30xBQQEMSLYiaYkdZvfu3RESEoJffvkFIpFI6/GjR/OwZw+/QVkLjQaIxbcAaE8CaguUfz5lUtHr5qg4fvw4evToobVjUX1OnDiBgIAAODo6ai3/aAk8PT0xceJEFBYWaswzkcvluHv3LsLDw/81BvO1KSvRxu7duwFAZ6mw8+fPQyAQYNKkSTqNE4vFSExMxOrVq/HJJ5/g+++/x61bt2BsbIwhQ4bgiy++wJIlS1BbW9si+rH1CQ0NxYsXLwAAAwcOhFAobLQ6X79+PQwNDUm/rtGjR+Phw4d6y/dFRERAKBRqXXT0798fqampGo0lULeq37JlCw4cOACBQICTJ0/ip59+woMHD0jtiFJSUv512XdkUcbjycjMNddguru7Y8iQIfjjjz+afD9fZePGholFNBrw7bfNmkqLYmjYMMO2NWUD9UEoFKKyslKnuuO6pthFGDhwYOtN7G9CQkIwadIk3LlzBz///HOToRGlN8XDw6PV59UWvDEGU7la6devn85jN2/eDCcnJ/j4+Oh9/bKyMpw8eRJr1qzBp59+im+++QY1NTWtEr90dnbG7dt13eC9vb2Rnp7e6Bilyo6np6dWF92QIUNgYGCgk5pIfXg8HgIDA3H69OkmjzMzM4OxsTHKy8tJnTcnJweXLl1CZmamXvP6ryKTyUi1eFKWYuiDubk5xowZgx07djQS29bGqVO8RmLv7VnDzmazERAQgPj4eCxYsABxcXHg8f7Z7b6O9fUPHz5E586ddRqTnJwMFxeX1pnQ3/Tr1w8xMTE4efJkk7kMSsRiMQQCAd56661WnVdb8dq7ZOtz+PBh+Pv7k+7CoaSoqAh3795VycS1RLKIQCBQddloSTw9PcFgMHD9+nUwmUyYmZlpdGfk5ubi3Llzqk4s6gwrh8NBaGgoDh8+rFcGnbIrSUFBgVapq4SEBIhEIoSFhaFbt27YvHlzm3WG/y9RW1sLOzs7te93feivCsqSxNraGhMnTsT58+fx5MkTvc7RHhAEARcXF3Tq1AmOjo6wtLQEh8MBQRCQSCQQCAQoKipCQUEuIiMFMDY2Bp1OB4fTsh6iliAxMREhISFgMpmkPVg3btzAsGHDWq0dXmRkJMLCwrB//37SYTEAkEgkOovMv668UQZTLBYjIyMDgwYN0slgAnU6sp9++ini4+NJFX5ro7X0Y6Ojo5GTkwOpVIo+ffpALBY3WRZz7tw5cDgcTJgwAQcOHGj0QZ44cSL4fD6Sk5N1mofynE5OTqQ6qnt4eMDe3h6rVq1CdXU1Jk+ejEWLFiElJQX79+9/4zJaX2eqq6thbW2t9ThdXbLKzjX+/v44duxYsz7b6kpMWho3Nzd069YNDg4OsLKyApPJhFwuh1AoRFlZGVJTU5GVlYXs7OwGi0UDAxkiIuRQKBSg0+lgsRRgMmUQi9teT1YTFRUVkEgk8PPzI63JKpfLUVpaiuDg4BY3mAEBAQgPD8euXbt0qqP28PCAo6MjNmzY0KLzaS/eKIMJ1DWn/eijj+Du7q5T1p1cLsfu3bsxYcIEXLp0qdmtuFpDP9bW1haWlpbYvHkzgLqECzKlLYcOHUJlZSXi4uLg5+eHs2fPIiIiAmw2G9bW1moz2NRBEARCQkLQs2dPWFpaory8HD/99BOpv9WoUaOQkZGhMu5r165F165dMXLkSHTp0gU7d+7UWd2HQj0VFRWkJAKVCjkhISEAAHXqODQaDaampnBzc0OHDh2QkpKCVatWobKyUu/52ds3ztwmiLoMWrIUFwPz5//jNmWxWPD19YWXlxfs7e1VMVylp6ekpATbtm0jlTUukdBRWwsYG8tUCVROTu3TF7MpKisrYWdnp9OYzMxM+Pr6tug8nJ2dERcXh/Pnz+tkLENDQzFkyBDcvn0bOTk5LTqn9uKNM5hVVVV4+vQphg0bprHhsSbS0tKQm5uLiRMnaq3N1EZr1F/GxcXh+fPnqqJ+GxsbnD17ltTY8+fP49GjR5g0aRLGjx+PY8eOobS0FIMGDULnzp1VSUTqcHd3R//+/eHk5AS5XI7Hjx9j+/btpBcV4eHhYLPZqgbTSlJTU/Hw4UOMGjUK9vb2lMFsIUpLS0nHt+RyOWxsbBq09qovOadQKFBZWYlz586pPBvN5YcfGu8wdfUO29oCO3bwkZT0iWr3KJFIUFpaitTUVNy9e1eVDTpu3DjY2NjoVGJVWUmDmZlMlUTo6CjH48e6zbG1qampAZfL1WnM9evXERoa2mJzMDMzw/Tp0/Hw4UPSJSsJCQnw9vaGQqHApUuXGjWGf5N54wwmULfLXLx4MWxtbXXeKf7xxx/45JNPdG5H9SotrR/r6+sLBwcHlX5rly5dAECndmcFBQXYu3cvwsPDVe60M2fOYPTo0ZBKpcjMzMTz58/BYrHQsWNH9OzZE46OjmAwGHj+/Dl2796ts6ubwWCgf//+SExMVBtrkcvleicb/VdwdnbGwIEDNUoVvsrz588REBCg9TiZTAYajYZDhw41d4o6oWfotAE0GsBg1GV/nj59Gnfu3NGYof306VN06tRJp/NXVNBgaytVLR46dHj9QgbV1dU6N91W5gy0RCs8BoOBd955B8XFxdi2bRupMQsWLICFhQX27dvXLipOrc0baTBLSkrw4sULDB8+HOvWrdNpbG1tLc6cOYMBAwYgOTlZL8WRlo5fstlsxMfH49q1a8jPzwdQl42m/F0XysvLYWlpCTabDaFQCHd3d8hkMoSHh2PQoEGq45QanidPnsSNGzf03lmMGjUKYrFYawYthWYEAgHc3NzAYDBIvQ95eXlgMpnw8fFR7RKVLtZ/dGMVjXaWbYVc3nKZp001F1eSnp6OoUOH6qT+VF5OQCar61JCo9Fgafn6GUyBQAALCwudxijj1mRqZrWxYMECyGQyrF27ltTxrq6u6NChA77++utW69HZ3ryRBhMADhw4gNmzZ4PL5epUIwbUNZ7u0aMHli5dih9++EHn8QEBAS0av5w5cyZevnypqlmysbGBra1tkyIDmigtLYVcLseSJUtQWVkJOp2OTZs2qUo9WlpSrlOnTs3aqVPUyUBKpVJ0794dt27dUj1ua2sLNzc3ODg4wNraGqampjAyMlK9h/379wefz1fFKgE0+N3Y2BgSSdu3rpo3zxhr11Y30Jclk/Tzqpg72fpIPp8PhUIBJycnPH36lNSY4mI6AAkUCgUYDAbMzF4/g1lRUQEWi6XTGDs7OygUimY3J5gyZQrMzMywYsUK0veLfv364cWLF/9aYwm8wQYzNzcX5eXlGDFihE7SU0qOHz+OiRMn4oMPPkBqaiqOHTtG2nC2ZPxy0KBBsLS0bBBTnTBhAgoKCvRKTOrVqxe4XC5++ukn0Gg0VQcIJS2drWpoaPivdL20NZWVlRg0aBD69u0LExMTVTKKSCRCZWUlSktLkZGRgadPnyInJwfvvPMOOnToABsbmwY7TOXvCoUCNBqtXcS4+/efhFu3HPDdd9+RHjNuHB9xcQ0f00XlTSgUwtPTk7TBLCys24kpDaaJSes0f28OfD5fZ6EWd3f3Zu8uhwwZAg8PD6xdu1Yn4+fk5EQ65+JN5Y01mABw7NgxJCQkgMVi6bzbS09Ph1gsRmZmJpydnbFs2TJVCUd6ejpu3ryp8cNiY2PTIvFLOzs79OnTB/v371cZ62HDhoHH4+Gbb77R+XwMBgNRUVG4fPlyk0k+Lc2b2L7ndYHNZmPBggUwMTFBXl4eioqKkJeXh8ePHzeZxGJkZIRLly6pEjHU7TJdXFwwceLENnkd9XF3d9cpmxIAhg5tuLtUKIBNm8hL6ZWXl5MSc1CSm1sXaJXL5aDT6TA2BgAZgNcnU1YXGUQlDg4OePnypd7XVDa22L59u06bAmViFtkSmDeVN9pgpqWlobq6GrGxsXollhQXF4PFYmH58uVgsVjw9/dH586d0adPHwwcOFCtAW2p+CWTycSMGTPw+PFjlRsuKCgIISEh2Lp1q15ujbFjx0IsFreKGLwmFAoFTE1NW7wX6H+FWbNmQSaT4csvv9TpbygSiWBiYqJRDB2A2m4wrQ1BEDA2NtZZurC5odb8/HydlLzKywGJhKYymHS6Ah06AG24ztRKfRlEsvcDKysrvcVCLCwsEBcXh7NnzyI1NVWnsb169UJlZWWLy4S+brzRBhOoywKNiYnB3r17dd7pVFRUwMrKCkBdMtDVq1dV3TiUBrRLly4NDGhNTQ1EIlGzDcTcuXMhFotVNZcuLi6IjY3F2bNndcqMVWJrawsfHx9SSRLqqGusa6VzZp1CoQCXy9U6zsPDQ7V7lsvlyM/Px+bNm//VX7CEhATIZDKUlZWhqKgIhYWFDW5mw4YNg6WlJZYvX67z56msrEyreIGy4XJbYmtrC4VCoVOJR0vw+PFjBAUF6TCCjupqwMREBsbf7VUcHWV48eL12WECde9hp06dSC/QrayscOnSJb2uNXLkSJSUlODcuXM6j/Xy8moVdaHXjTfeYN64cQODBw/G4MGDdW6bVFtbq/qyqHvuVQPao0cP9O/fn5SYQFNMmDABFhYW+PbbbyGXy+Hu7o6pU6ciNTVV7wSaCRMmIDc3V+8PLYfDwcKFC7Fs2TKdxslkMpiYmGh83s/PD4MGDYKJiQlycnJw9OhRmJiYIDIyEkuWLMHy5cv/1SpAHTp0gJubG1gsluqzVj+TddeuXTonnQF1OrzaxLmb2n22Fo6OjnotgpqrBPT48eO/VXvIh2cEAgKWllJVYo2d3Wumwo66hVHnzp1JGcwhQ4ZALpfr7f2ysrLSy6XK5XJhZmamt6F+k3jjDSYAXL58GeHh4TobTF36BdbW1iIpKQkDBw5sllj4jBkz4OTkpJKKmjBhAnx8fHDnzh1VRxZdCQ0NhampKen0b3Uob9q6Zh1LpVK1tWK9e/dG3759wWKxkJaWhv379zco4bl//z4+/PBDTJs27V8jm/UqW7dubfQYm82Gra0tGAwGsrKy9F4sXL16FZGRkU3W24nF4nbZYepTqnXjBvCqPndkJB+nTpGLY4rFYkilUnh5eZGOn5aV0eDkJFXFfB0dXz+DmZ2dTaphOJfLRWhoaLNqbhUKhc5JRkBds3ulTi8ZunfvjuHDh0MqleLrr79+oxbMr6FOv+4oXQgRERE6jWOxWDqthpXxS2UnEV0gCAILFiyAs7MzSktLMXXqVCxbtgwODg74888/9TaWDAYDgwYNwuXLl5vdxV4mk8He3l6nMRKJBMZ1GRMgCAKDBg3CF198gcjISDx48ACff/45tm7d2mhuYrEYv/zyC5ydnREVFdWseb9JKFu1PXr0qFk3CrFYjIqKCvTp00fjMe2xw7S0tNRrx7xyJa9RS7C339btHJWVlXB3dyd9/LNndfsFhUIBAwMDWFu/fjfuy5cvg8PhNOiuoo5JkyahrKysWUk3T58+haenp05jmEwmunbtSqqxPFAX6xw1ahTu3bsHNputCom9KfwrdphAXWubsLAwXLhwgfSNiM1m6xQ70lc/lsPhYObMmbC0tIRIJEJ1dTVu3ryJe/fuNbtmSZno0xLyU2KxGDY2Nlq7YNRHIpHAxMQEI0aMgJ+fH+RyOa5evYrTp09rfR+Kioqwe/dujBkzBnl5eXjw4EFzX8J/irS0tCZ3H+2RvWxiYoKCggK9xioUDZN/CKKu3GT7dnK7zOLiYtja2pK+3qNH/2TKGhgYgMeT4HXLlK2oqEBFRQUGDx6sUW2nT58+sLW1xQ8//NCsa926dUvnrOqpU6dCKBQiMTFR67GhoaGIjo7G8ePHAdTdO5qrRtTW/Ct2mEBdx3GFQoHo6GjSY1gslk67Mn3qL729vfHBBx8AAL777jt8/vnn+O2335CUlNRsY6lM9Gkp6bmamhpYWlqSPp7H44HFYsHPzw8+Pj44deoUPv30U5w8eZL0ouXevXu4efMmxo0bp7OqyX+dxMREcDgcjfJp7WEwaTRaM9zMjRtPDx9Ofnxubi4pUXolOTkEJBIaZDIZ6HQ6DAwUcHZuhbYqzeTMmTPo3Lmz2hZZAQEBGDRoEI4eParSoNaXR48egUajkW72HBoaCicnJ2zatEnrseHh4YiOjsbRo0dx+fJl9OvX741cIP9rDKZcLsfp06cRHBxM2g9vYmKiUwq2tbW1Tv0vY2NjMXHiRNy+fRs//PAD6cbKZBkzZkyzEn1epbKyEmZmZqSOHT58ON577z1UVlZi9erV+OqrrzT27VSHhYUFEhIS8PnnnyMwMBBSqRTz5s3TK4byX0UgEKCmpkZjA/E3rT525UoeXrW1BAHs3k0u4zYjI0NHZRw6+HwaJBKJSlLO2/v1+5ulpKTg5cuXmDBhguoxBoOBt99+W9VFhKxLVBt8Ph9+fn5ajwsKCsKQIUNw7NgxrbvEkSNHYuDAgTh48CCSkpIQHBwMAwMD7N+/v0Xm3Jb8a1yyAJCUlISwsDBMmjSJlJA1m83Go0ePSJ1bGb+sL12mCRaLhTlz5sDc3BxbtmzRq0yEDCYmJrhz506Lna+iokKrS8vDwwNjx44Fg8HA3r17dc7I8/DwQFxcHMzMzFBeXo6LFy8iOTkZYrEYy5Ytw9y5c1VdaBgMBjp16gRXV1cUFhbi4cOHr10ZCpPJREJCApycnCASiXDmzBlSn5GWoqmOFsqdXkvLIbYmmzYB06c3dM3S6XVGc9Sopl2zhYWFoNFoOgmPFxcTsLGRqBJ/OnWS4nVsrvHXX39h/vz58Pf3x8uXLzFx4kTIZDKsW7dOL81pTTx9+hQuLi5NHuPr64vY2FicOXNGa73trFmz4OjoiD/++EO1sDczM4NQKHzjFnTAv8xgAnUfrLlz58Lb27vJWJwyOYBsiUhgYCBqamq03rDd3d0xefJkVFVVYfny5a2iq0gQBPz9/WFgYIDw8HAMHDhQJcKdm5uLXbt26VwHx+VyQRAETE1NMXjwYLDZbLDZbBgZGYHNZoPL5cLQ0BA0Gg0PHz7Ezp07dfrAczgcTJ06Fba2tsjMzMQvv/zSKDlkzZo1eO+99zB9+nRYWFjA1NQUMpkMQqFQ1adTV7H91oTNZuP999+HRCLBuXPnYGdnh7i4OAiFwlZbJKmbg7b3msFgvHYLDU2cOsVDQgIfRkaN45k7dvAxdmzTRrO2thZeXl6kDebDhwx06SKFQqGAoaEhHB2bL1reGjx//hxXr17FiBEjQBAEHjx4gB07drT4QigzM7PJuDiXy8WoUaNw9epVXLhwQeNxTCYTCxcuhLGxMVatWtXAk5ebm4uwsDBVg4g3iX+dwczPz8fdu3cxZswYfPXVVxpv6j169NDJqJCJX0ZFRaF3795ITU1t1BuyJfDw8EC/fv3g5OQEhUKBp0+f4tmzZ3j8+DEKCgrg6uqK6OhovP/++yguLsapU6eQkZHR4EvFZrPRtWtXdOrUCXZ2djAxMQH9735MSuPk6+sLiUSC2tpaiEQivHjxAikpKXjy5AkKCgp0/pI6OjpixowZEAgE+PHHHzW6wQUCAc6dO4f+/fvjyZMnWLdunV4Zl23F3LlzUV1d3UAz1djYGIMGDWoTg2lhYQEWi6V1R/smGUwAmDCBhx07+DAw+Mdo0miAgQHQowcft29rNprl5eVwc3MjlYQCADdvGiA+XgSpVAoDAwOYmNTCwUGG/PzXJ/FHydGjR9G5c2dUVFSQbrelK8qWcJqYNWsWSktLcfToUY3HmJmZYcGCBRCLxVixYkUjo5ieno6ysjJ8+OGHSE9Px+nTp/VWJ2pr/nUGEwD27NmDZcuWYeHChfj+++/VHuPq6ors7GzS57SxscGxY8fUPsdkMjFz5kx06NBBLzdlU9ja2qJ///5wdnaGsbExCgoKsHPnTrXSVY8ePcKjR49gY2ODmJgYjB8/HgRBQCqVQi6Xg8FggCAIiMVi8Pl8ZGZm4vHjx8jLy2t2dwNN+Pr6YvTo0cjIyMBff/3V5LFsNhsRERFISUlpk/iGnZ2dyugQBIH09HTSBnrkyJEwNTXF//3f/zV4/NixY1i4cCHMzMxa7W+qZMqUKSgqKtLqxdAkzvE6M3YsDzt38sFgNDSa778PjB6teVxWVhapXqFKqqroKC+ngcUSq5JqevYUYc+exgk2rwNnzpzByJEjwWQyW2URFBgYqDF5KDY2Flwut9Fnvj4ODg6YOXMmSkpKsHbtWo2L6x9++AFhYWEIDg7G4sWLUVZWhk2bNrW5QpSuvHnfJBLI5XKsXLkSS5cuxezZs/HLL780eN7MzAxmZma4efMmqfOZmZnBwMBAbbzQwcEB06dPh1gsxvfff98ibzhBEOjTpw969uwJLpeLsrIyZGRkwN/fH3l5eVp1HouKilRiABYWFrCzs4ORkRHKysqQl5fXZrsNd3d3jB49GleuXFGlkjfFzJkzUVlZ2erG0sfHBzExMeByuarFBFB3QxCLxbhw4QIuXryocXyXLl3Qo0cPbN68udHquaioCBUVFYiOjlYrXNAScLlczJw5EyYmJvj222+1Hu/r6wuRSASCIECn01ULpzoNVbrqd6lUqkq6erUDSv3H6ot9vPqckZERbG1tMWDAgAZi8PX/ffWxVx9X/n/7dhomTPizUTyzKW7evImwsDDSvUUB4MkTOiwtxTA2NoaBgQECAiTYs+f1Ki9RkpKSgujoaAwdOhT79u1r0XPb2dnBw8ND7ffPzc0NwcHB2L59u0Y3aufOnTFq1ChkZWVpXRwDdVneiYmJ4HK5mDFjBmbOnInly5c3+3W0Jv9KgwnUFYj/9NNPWLRoERISEhrcvKZPn46ioiLS8cuAgAC18ct+/fqhf//+ePToEbZs2dLseIKFhQWio6PRqVMnyOVyPHjwAMeOHVPtIB4+fIgJEyZAJpM16RKpT1lZWbPTzfXBysoKU6dOxd27d0kZyyFDhsDS0lKvLi26EBISgpiYGKSnp2P16tUNvvw8Hg/vvfceBgwYgL59++LGjRs4c+ZMg/edw+FgzJgxSE5O1pgwdu7cOcTFxcHW1lavFm2asLGxweDBg+Hh4YGysjIsX768yRgQh8OBTCZD//79ATQ0eAqFQvV5lcvlKhF95a74VbecOmOn7jjledTpuqoztNr+LxYTYLHIf6/KysoglUrRrVs30p6ec+cMERgohUQigZGREUxNBQgOluL69dfPYAJ1n6+oqCgcOHCgxWKYLBYLM2fORFZWViMXP4PBwKRJk/Dw4UONi3UfHx+MHz8eNBqNlLGsj0AgwPXr19GvXz+9599W/GsNJlD35dmwYQNmzZqFoUOH4siRI4iKioKZmRm+/vpr0ufx9PRsUIxNEIRK4u7w4cNITk5u1jx79eqF3r17w8zMDGVlZThw4IDauFR6ejq2bt2KhIQEyOVyUoaoPWCxWJg7dy7y8vJIKRi5uLggNDQUu3fvbtXms25ubhg2bBhOnTqldgfJ5/Nx8+ZNdO/eHcnJyQgKCkJoaChevnwJqbTuhsrlclFeXt6kBNmtW7fQtWtXzJ8/H6WlpeDz+eDz+SgrK0NhYaFOoQAGg4GIiAgEBASAw+GgtLQUO3bsINVNIiIiAjU1NaQ/69988w02btzYLgssTXz9tRxeXrqNKSkp0clgPnvGQEEBAScnIUxNTUEQBPr3F+P6dUM9Ztz6JCUlYdCgQejZs6fOXWE0MW/ePNTU1KjtLTx9+nRIJBKNHhMPDw8kJCTg1q1bCAwM1Ov6Dg4Or3W+gpJ/tcEE6jKylEbGzMwM3t7eOHDggE7ZWfXjl35+foiJiVG5fVsiWN2zZ0+YmJhALpfD1NQUkZGRCA8PR01NDcrKylBSUoLi4mIUFxcjMzMTO3bswNixYyGTyVqkL2dLs2DBAtTU1GD9+vVaj2UwGJgyZQrS09N17qGoC9HR0QgKCkJqamqT7tZDhw6he/fuYLFY+OKLL+Dh4QFvb28YGhqCxWLBxMSEVIPeP/74Ax4eHggMDASPx4OVlRWMjIxgaGgIiUSi1e3r5eWFiIgI2NvbQywW4/79+zh9+rROC4quXbvi/v37pI+vrq5GcHDwa7UQ0+cempmZqVMcEwDOn2di4sQayGQysNlsODhUw9NTjEePXs+64MzMzAYGU5nhrk9IaPz48TA1NVXr3QkPD4ejoyNWr16tdqyFhQUmT56M27dvIyUlRee/uxJzc/Nm9fFsK/71BhOASvw7OjoaKSkppGOXQF0iioGBASIjIxETEwOFQoG0tLQWTemuL2nFYDDAYrHAYrHAZrNhYWEBa2tr+Pr6wtraGjweDy9fvkR1dTVCQ0PB4/FaTOmnJRg8eDA4HA7pXc2MGTMgFouxZcuWVptTREQEevXqBalUqlWgXy6X48iRI4iLi8OZM2eQlZXVQBjCxsYGCxYsQEBAgNbs1FfHAnU3toEDB2LAgAEIDQ3Fzp07VTtOLpeLQYMGoXPnzjAwMEBeXl6D+jVdCAsLg5GREc6ePUt6zLNnz+Dp6flaGczKSt3H6BPHvHqVgWHDaDAwqAGHwwFBALGxIqxY8XoazNOnT2PhwoXo378/QkJCVHrOMpkM9+7dw549e0idJzQ0FJ07d8avv/7aaBNha2uLgQMHahQnIAgC8+bNQ2FhIfbt24cRI0bobfQqKirg4OCg19i25D9hMIE6N5k+BeVCoRBHjhyBoaEhcnJy8PTp05afXD2kUimqqqpUO4nc3NwGzxMEoZKQMzMzw8SJE7FkyRKsXbu23Zs4s9lshIaG4tixY6TmEh4eDgcHB5VQQWvg4+OD/v37o7S0FOnp6aiurtY65tatWwgPD8fEiRMb1X0WFRUhMTERcXFxePbsmc4eBrlcjpMnT+L8+fMYN24cpk2bhpqaGsjlchgbG0MgEODSpUtITEzUu7CbzWZj4MCBOH/+vE6elNu3b2P8+PE6GZrWRp9EY33imAAdFy8aIja2VvVeuLhUw9pahuLi1y+WWVRUhJqaGkRERODatWu4ePEiqqqqVAo8lpaWjZIdX8XZ2RlDhgzBiRMnGuVzMBgMzJgxAzk5ORrdvsqYpfI6bm5uyMnJ0ev1HDp0CMuWLcN7772HEydONJDNYzAYYDKZMDQ0BJPJBIPBQHV1datnoavjP2Mwm0NLyU61BHK5XHWTLikpwTfffIP58+fjww8/xMaNGxsZ2LZk0qRJePnyJam/l42NjWr12lo1WDY2Nhg/fjyKi4tRVlaGEydOkB67a9cuzJkzR63xOHXqFNzd3TFr1iy92xMpm4dzuVwEBgaCwWDg1q1bzY4f+vj4YOzYsTo3Ag4MDMTAgQOhUCjw6aefYvv27cjIyGjWXFoCff8cJSUl8PX11anE6+RJA0REiGBoWAsjIyPQaAqEhopx4ICRfpNoRQiCAJPJxLlz5xp4EZKTk5GVlYXFixcjPDxco9ufw+Fg2rRpSEtLUytp+fbbb0OhUGjUifXw8ICPjw9+++031eff1NRUp8YN9amqqsKKFSswZswYjB07ViVVqBRkUaL8nUajgc/n4/vvv29TFSvKYL7hCIVCrFixAhMmTMCsWbNw5syZJhU41EEQBNzd3dGxY0c4OjrC3NwcNBoNIpEIxcXFyMjI0Lo7j4yMhKOjI9asWUPqejNnzsSzZ89aLGnhVVgsFmbPno2KigrIZDLs3LmTdO9TAMjLy4NEIkFAQIDapK4NGzbgo48+wjvvvINVq1bpPU+lWENz8fX1RWhoKBwdHXHjxg0cOHCA1LjIyEj06tULDAYDaWlpOHToEAYPHoxJkybh+PHjOukDtwalpfqNu337NgYNGqTjKDrS0xkIChKBzWaDTqfDx0cKkn/KNiU6OhpSqVSty72srAzXrl1Dv3791BpMJycnTJ8+HWVlZWoTefr06QNnZ2esXr1arTEiCALjx49Hamoqnjx5onpcLperRFD0QSAQqMrhOByOqsepujmwWCx88MEHGDFiBGn3c0tAGcx/CVu2bEFoaCgGDx6MsLAw3Lx5ExcuXGjSJWdra4vY2Fg4OTlBLpdDKBSirKwMaWlpkMlkMDExQYcOHRAbG4vhw4fj2bNnuHDhQoOYGofDwejRo+Hu7o7du3eTKqOYNGkSCIIg1eVAH9zd3TFp0iTU1taCwWBgw4YNeteealq9SqVSrFy5EkuWLMEHH3yAXbt26e2OIgNBEOjatSs8PDzA5XLB4XBU0oVMJhNyuRwFBQX47bffGtzENOHm5oZx48aBxWLh8uXLOHPmjOq17t69G5WVlYiIiGh3g6lH61kAwLVr1zB48GD4+fnppLeckmKAoCAJ5HI5DA0NYWlZo98EWhE3NzeEhIRoFFIBgOPHjyM4OBiRkZENEgNDQkIwbNgwpKWlqTWWtra2GDRoEE6cOKFRXnDChAlQKBSNcidEIhHs7e1bJHlPW3JbbW0tMjIy4Ojo2Oxr6QJlMP9FJCUl4dq1axg4cCCCg4Px1t8t7CUSCaRSqao0oqamBlVVVejUqRNevHiBDRs2aL3Zd+/eHb1798aUKVMglUpRXV0NGo0GU1NTVFVVYe3ataRanwUGBsLDwwPr1q3TO07m6OiI8PBw8Hg8lctGuXs0MzMDm81GSUkJjIyM8Oeff+qViMDj8WBgYNBklqlAIMDy5csxbtw4zJgxAxKJBAqFAgRBQCQSIS8vDzt27GiWUIS/vz+ioqJUNZXKhC8+n4+nT5/i+fPnyM3NJa2dymQyMXnyZLi6uuLRo0fYvn272vkVFhY2a7fQcvCgUPAbqP3Y2/NRUNC0pqxcLkdOTg7CwsJ0MpiVlQ3rSl83zfrQ0FAMGTIE9+7da9I7I5fLcenSJfTp00dlMOPj4+Hn54fTp0+r3Xkqy+WePn2qcaHUpUsXeHl5Yf369Y0Wk/n5+fDx8WnSkLckUqlU5bptKyiD+S9DmVRy8uRJEAQBGxsb2Nvbw9jYGEZGRjAyMoKZmRlsbGxAo9GQmJhIamd09+5d3L17FwwGA0FBQbC0tISHhweuX7+OgwcPkpqbmZkZYmNjkZiYqFeHBR6Ph3HjxsHBwUG1An31CyOTyVTGSiqVwtzcXK+GxsoO9tqSl4RCITZu3AgWi4UuXboAqFugWFtbIygoCJ9++inWrFmjc6NcJpOJt99+G46Ojrhz5w4uXrzY7Fivra0tZs6cCYlEgp9//rnJ9+DV2NHrRIcOAJm39PTp05g9e7ZOSUwmJv+8ZrlcDrFYs65qW0IQBN5++224urpqNHivcubMGYSFhcHPzw++vr7o2LFjk1nXb7/9NgBg48aNap9nsVgYPXo0bty4oVb05cCBA1i6dKmq7VdrQxlMihZFLpfj+fPnGt2kQ4cOxahRo5CdnU26vk8qlaqSethsNmbPno2goCDcuHFD69gpU6agpKREr9pRGxsbzJ8/HzU1NaiurkZ2djbu37+vynqtL6lWUFAAsViMhQsXgs1mkyryV+Lo6IiJEyfC0NAQBgYGmDZtGnbu3EnKRfRqnPfMmTOYPXs2Zs6cif/973+kkxPs7Owwc+ZMiMVirF69ukW60vv7+2PkyJHIzs7GH3/8oXUuLXkjIggCXl5e8PX1hbOzM0xMTECj0SAWi5GTk4PDhw/rVD9Itsd5bm4uJBIJgoODScfKOZx/kkoUCgUkEtLTajVsbGwwc+ZM0Gg0rFmzRif1qPLyckRGRsLExAQ///yzRi9Q79694erqijVr1mj8bLz99tsQCoUa4+MCgQC7d+/G6NGjUVVVRVoAX18qKirUNtVuTSiD+R/myJEj6NatGyIjIxvpUir7VnI4HNTW1uLcuXONkl+EQiE2b96MWbNmgc/nN1kvaGtrC2tra41i+E1hYWGBefPm4eXLl1AoFNixYwepXSOfz4e5uTnp6wwaNAhhYWF4/PgxtmzZAkdHR4wYMQIffvghMjIysHv3bp1Ld3777Td89NFHKk3jpgwVi8VCVFQUAgMD8fjxY/z+++86XUsTVlZWGDlyJC5duoSTJJs9urq6kirBaQofHx9V6ZBCoUB5eTkePXqEtLQ0VFZWomPHjggJCcGSJUuwYcMG0lKVf1dVkSIvLw/+/v6kDearO0yRqH13mL1790ZUVBSePn2KjRs36pURyuVysWHDBo3G0sbGBlFRUTh9+rRGYxwaGgp7e/sGNePquHfvHoyNjREdHQ1vb2/8/vvvraZdnZycjMjISJ36nzYXymD+x3n48CF8fHwaPBYcHIyYmBg8evQIKSkp8PDwwLBhw+Dg4IC9e/c2OFaZaTdhwgRs3LgRL168UHud2NhYvHjxQueyCR6Ph4ULF6Ly7wr2DRs2kJbQKikpgb29PaljbWxsEBYWhp07d+LevXsAgOzsbHz77bcqsfalS5fiiy++0Gn+UqkU69evx5w5c/Dxxx8jOTkZGRkZKCwshFwuh5OTE9zd3dGpUyc4OjqipqYGx44da9Hs4X79+qGiooK0sQTqlIbqa+Wy2Wx4eXnByckJHTp0AI/HA51OR21tLXJycnDr1i3w+Xx4e3vDz88P9vb2oNPpyM/Px9atW9W2OyssLMSlS5cwduxYzJgxo1HfRE3Y2JB+GUhOTsaYMWNIH89m/7PDlMvlaK/SZoIgMG3aNLi4uODEiRN6JV9NmzYNlpaWEIvFGuvHlRnrubm5Gt28ZmZmGDx4MM6ePUvq+3v16lVkZ2dj2rRp+PTTT3HlyhWcPn26Rco/lIpGPB4PXC4XYrEYQ4cORVZWFuRyOWQymepH+X+5XI7i4uIWMaqUwfyPc/nyZQQHB4PFYqG2thY8Hg8xMTE4d+6cqtwhNTUV9+7dw9tvv43S0tJGX6xnz57h8OHDmDRpEtatW6cybkoIgoCTkxN+++03neZmZmaGRYsWoaqqCjQaTSdjCdTdkHv27Enq2GHDhqGoqEhlLOuTlpaGtLQ0cDgc0teuT1FREb7++msMHToUPXv2RHh4uMp9rFAoUFNTg/Lycr1VfbRhYGBAapXPYDDw1ltvITAwEEZGRnB3d8eyZcv+Vr4hVKIa5eXlePDgAYRCISwtLdGxY0f06NEDNBoNUqkUBQUFOHr0KG7evEnqJrljxw7MnTsX06ZNIyW+/7eoDSlSU1MxduxYODs7k9rBMpkNa/5ksraNkQH/eFQUCoVWl/wvv/BhagoUFQGLFtUlQikVeKysrHD8+HFERkZqHD9lyhQQBKExbgkAkydPRmlpKc6fP0/6NSg/88qypd69eyM7OxtJSUkq46aEyWTC29sbHh4e4PF4YLFYKpECAwMDVXed+mECpTGUSqWws7ODnZ1dg7CM8nfl/5XqbM2FMpj/cZSJLXFxcdi7dy9mzJiBoqKiRrWB2dnZOHz4MIYNG4bi4uJGO4b79+/D3NwckyZNwq+//gpJveBPhw4doFAoSJU7KOnSpQtGjx6tysbdsGGDzsoez549I90Lkslkaj1/c4ThxWIx9u3bp3J9K9VL2qLj/KNHj+Dp6QmCIBoZMDabjbfeegudO3eGlZUVJBIJHj9+jEuXLsHR0RG1tbXIyspCdnZ2q6r/bNq0CZ988glCQkK0NjMw0lFHQC6Xq9qW6YpMptcwveFwOHjnnXdQUlKCdevWaVxwvNor1NER2LuXD5EIuH9/OYyMjPDDDz+ATqdjyJAhas/Rq1cvuLu7Y+3atRrfW2dnZ9jY2OgVSgHqRD5OnToFf39/hIWFYdKkSZDJZCAIQrX7MzQ0hFQqhUAggEAgQEVFBYRCIaqrq1FZWal6nM/no6qqqk2FCl6FMpgU2LNnD8aNG4cvvvgCNTU1GsUHkpOTYW1tjfHjx2Pt2rWN4h0XL16EpaUlxo4diy1btqiyLJ2cnEjHMfr164fQ0FBV/04DAwP89ttvKC8v1/l1KRNJLCwstLqSamvr1F3aCmWZT1tgaGgIGo2Gr7/+GhUVFSgoKIBMJoOLiwu4XK7KrXr48OEGnVSuX7/e4nNhsVjw8fFBRUUFCgsLVTFh5RyCgoK0GkzDVmwiQmvHkCWTycSiRYvw8uVLrF27VuNxu3bxQac3nKvyd0NDwNf3A0ydatsg3v5qnM/KygrR0dE4c+aMxtimsq2XstNOc0hJSUFKSorKY3Tu3DlMmDABhYWF2LJlS7vLepKFMpgUSEtLw8cff6xyyzbF4cOHYW1tjdmzZ6vtx3jgwAFMmTIFQ4YMUfXstLW11bqTcnJywtSpU0Gn0yEQCEAQBDIzM3HmzJlmfZmkUimcnJy0fuEFAgG8vb3Rv39/3Lhx441oNUQGLpeLqKgonD9/Ho8ePUJISAjs7e1BEASysrJw9uzZNtPknDBhAnx8fFTlAARB4OXLl7hz5w4uXLiAK1euYOLEiWp3wvVxdgYAPoCmazH14VWD2ZaVNQsWLIBcLsdPP/2k8ZiIiMbGsj40GsBkosF3pqqqCsHBwarGAwRBYNasWcjLy2tSFWzixImg0+mqlmfN2dnZ2NjAx8cH1tbWOHToEKqrq8FisbBr1643xlgClMGkqAfZD+7GjRuxZMkSLFy4EMuXL2/wRZLJZNi6dStmz56NXr164erVq7C0tGxSPCAgIABxcXEoLy8Hk8nEtWvXcPPmTVJttLQhFAphZ2entXhdIBCAyWSiV69eiIiIgFwuR3V1NcrKypCfn4+cnBw8fvy41TL+WotZs2ahrKxM5WJ/NWmrreDxeCrtUaVr3sLCAhEREQgJCUF4eLjqc+Tt7Y2HDx9qPBdBAHv2ANu383HggHaj+WqT66aPbfj/tvL+zZo1CxwOBytWrGjS8zBjhvZdMI0G7NjBx9ixdX+b9PR0dO/eXWUwJ0+eDDqd3mROgY+Pj0pg5O2338a4ceM09sPUhJ+fH4KDg+Hg4AA6nQ6RSITa2lpMnz4dYrEYZWVlLb4wtbCwQE1NTauFOiiDSaEXP/30E5YtW4a5c+c2cuHW1tZi8+bNmD17NsrLy2FhYaFRyNvOzg5xcXEoKSlBVVUVtm/f3uxyhvrw+Xx06NBB63F5eXkAgC+//BIMBkOlrWtvb49u3bqhZ8+eoNPpkMlkqKiowP79+3WKybYH06dPB4fDwfLly9t7KggLC4NAIGjwNysrK1M1GGcymbCzs8P48ePh5eXVwGDK5cCrokMEAYwfDwwbxseUKdqNpoRkQSVBtL1Yw5gxY+Dg4IDVq1drvdGTLY+t//c6fPgw/P39VZnqHTt21Kq0NWbMGKSkpCAvLw9//fUXpk+fjq5du2qsaeZwOOjYsSM6duwIJycnWFhYQKFQoLCwEPv378fdu3dVCyIzMzOMHDkSbm5ucHd316mhujqcnZ0RHx+v6uIEQCX1mZmZifPnz7dYU3TKYFLohVgsxk8//YR3330X48aNw/bt2xs8z+fzsW3bNowfPx4cDkftF43NZmPWrFkoLy9HbW0tfv/9d8haOMuipKQE7u7uWo97+vQp6HS6Khv00aNHDcoqgLqburu7O3r16oXp06ejoKAA27Zt06tpb2sTExMDFxcX/PTTT22SWKQNW1vbJktGlKUPNTU1jRK1Ro0Cdu2C2ridiQmwezcfo0YBmly0NBqNtMGsf/7WVjqqXzry22+/tWjXnvpTl0ql2L59OxISEqBQKHDhwoUmVZ58fX3BYDBgaWmJjz76SBXbHzVqFEaNGqUyfEq3ujIbVSqVorKyEnl5eThx4oTGziUVFRXYuHEjJk2ahISEBJ1LterTu3dvDB48GE+fPsW2bdvw/PlzEAQBV1dX+Pj4oHPnzvD390dWVha2bt3abA8RZTAp9IbP52PTpk2YPn06IiIiGmXWPnv2DDU1NTAxMWm0igwICMDQoUNVAulbt25tcWOpnIOvr6/W44RCIRQKBezt7VW7zVcRi8VIT09Heno6bGxsMG7cOLz33ntIT0/Hrl27Xht37ZQpU+Dh4YGtW7e2WUG3NoyMjEj9fYyNjVHaqEUJD/v3j8aQIZvBZtc2Mpp0OrB3L5CUxMfKleqNJtkEq9aOYe7YwYeBQd15y8ttUVhoq5OaU3V13SKhKRQK4Nq1ho+lpaVh48aNGD9+PMLCwuDq6or09HS8ePECDAYDVlZWqt2hoaEhKisrIZPJcPv2beTn56Oqqgp0Ol0l9k8QBGpra1Xuz6KiIp1jnNu2bcNnn32GmJgYHDp0SKexQJ3BHjRoEM6cOdOg5EUulyM7OxvZ2dk4cuQIXF1dkZCQgHfffZdU2VJTUAaTolnk5ORg//79GDFiBEpLS3Hv3j0wGAx0794dXbp0gYWFBeRyOeLj42FpaQlra2sYGhpCoVCAz+fD0NAQmzdvblS72VJkZmbCwMCAVNKCWCyGk5OTRoNZn6KiIqxcuRJeXl4YMWIEPvvsM1y9erXNhKfrw2Aw0KlTJ3Tr1g0+Pj5QKBRYt26dXnq9rcXJkyeRkJAAHo/X5I7cyMhIraubxWLh9u0PkJLyOd55p7FrkkYDQkOBoKB/Ynf/PEcjvZh59bwtFcN0cuLjhx/q5qn8sbB4jn37FqKoiHzyEpkaVIUCWLWq8TmfPHmCr776CkFBQQgKCkJERIRqNy+RSMDn83Hx4kUkJye3SSKOVCrFoUOHEBcXh0uXLunsqfH394dCodBaH5qTk4MVK1bgk08+adS9RVcog/kfxMPDo0UL5G/dugUrKyuMGTMGw4cPV9VVlZaWQi6Xw8DAAO7u7qisrERNTQ2YTCbKysqQmpqKK1euoKam9VooCQQCKBQKODg4aG2uXVVVBTs7O53On5GRga+//hq9e/fGwIEDERgYiOPHj5PS1m0uXl5eGDZsGHg8HmQyGQQCAS5evIiLFy+2a62aOtLS0lBaWqoqSVKHu7s7aDQawsPDERMTA2NjY7BYLNVNva6LBg+XLzeuQwTqfjcwAPbs4WPhQjToaKKve7Uldpj/9398dOrUePdKowHTpwOnT5M7z+zZfK0JPwoF8N13TR9z48aNNvl8kuHWrVt46623MHnyZKxcuVKnsd26dYNMJoO9vb1WqUyxWIyUlBT4+/tTBpOCPBwOB1OmTEFycrIqa64lOHHiBO7evYuOHTsiLS0NNTU16NOnD8LCwiCXy3H16lX07t0bZ86cwa1bt9r0hl5bWwt3d3etBrOiogKWZJW9X+Hy5ctISkpCTEwMYmNjERYWhpUrV7ZaraWTkxMmTpyIzMxMbNq0qcWSGlqTbdu2YcGCBQgICFDbkDwuLg5CoVDVnk3pMszPz0d0dHQDpaUxY3hYsYIPd/fGRpNGA1avBrKz+Vi6tM5okm1VRqM1tJDNNZjqDHvD6wFffsnHp59q32WGh78aY637odHq/pVIgHHjWr7UprXZvHkz3n//fY2fC3UQBAE3NzfcuXMHU6ZMwaZNm7SK0ufk5MDf379Zc6UM5n+MqqoqbN26FQkJCaodSUtRXV0Nc3NzzJgxA1wuFzU1Nbh69SrMzc0RHh6OvXv3qtUUbW1evnwJBwcHrccVFxc30tXVBblcjgMHDuDUqVN49913MXPmTPz88896n68pxo4di6dPn2Lz5s2tcv7WoKioCJcvX8bw4cORlpbWIBkpJiYGpqam+L//+z+1SUrqSkOWLuXB3p6PVav+MZT/HA+4u9cZrCdPFKQVn+q7ZBUKhd4uWRcXPr77TntWK40GeHuTO+er51IogPj4OgO5cOHCv2O/upV+vA5UVFQgOTkZMTExuHv3LqlF5syZMyGVSmFpaYmUlBTExsZi/fr1rZ6oRRnM/yBpaWk4dOgQYmNjUVVVRXpVpw4rKyuEh4fD09MTxsbGqKqqQnp6OhITExvsetqzv2JxcTFsbW21Hpefn4+AgIBmX08oFGLfvn0YN25cs8/1KlwuFwkJCeByufjll19a/PytzYkTJ9ClSxfMnz8f3333HeRyOVgsFkJCQrB9+3aNGb2aPj8FBTzEx/+TTKPORevhMRtBQTwcOaL7fBUK3aV/Vq7kw9FR/a5SuSusb/xotLrY640bTe8OXz1ffbvC4XCarF193Tl8+DC6d++uUglritGjR8Pe3h6rV6+Gra0tYmJiUFlZCQ8PD2RmZmocZ21t3ezabspg/ke5fv06OBwO4uLiUFVVpbFOUh22trYIDw9Hp06dwGKx8PLlS9y7dw8XLlzQqLfans2Ic3Nz4enpCaCulKV3794wNzeHQCBAcXExCgsL8fz5czx79gwGBgYtck2lBm5L4eDggPDwcPj4+KiSI4YMGdIigtJtzc8//4z33nsPixYtwsqVKxEZGYnq6uom+5ZqW3CNHcvDokV8hIY2NiwEAUyaxEdYGLBkiW5GSVc0uWAViroEolGjgKFDgUmT/jmGRgPefRcYPVrzeb/7jt/IHVu/ksvAwKBJcZA3gR07dmDq1Kno06cPLl261Oh5JpOJ+Ph4dO7cGRs3bkRJSQlKSkrg6uoKS0tLuLi4NGkwzc3Nm11iRRnM/zDnzp0Dh8PBxIkTsX79+iZjfCwWC0OHDkXnzp1haGiI8vJyJCcnIzEx8bWXtnr8+DGio6MxY8YMuLq6QigUoqqqCi4uLmCxWDAwMFDdkOVyOT744AOVCHRpaSmeP3+O7Oxsnb5sFhYWOpXJDB48GIGBgWAwGKp5yOVyMBgMMBgM0Gg0VFRUYMeOHUhNTUVISIhGUe22gslkIiAgACYmJjAyMlL90Gg0XLhwQaOwg1AoxA8//IAlS5ZgwYIFoNPpWpPQyHgoVq7kYeVKPnbvrjOSr+42XVyAP/5oWuhAX6WfoCA+3ntPvQtWoQDE4n/ii0eOABMnNjSAdSFWzXJ/Tk6NHzty5J9ja2tr4eDg8Nok8/j6+sLIyAjZ2dmk60uzsrJw4cIFDBo0CH369MHjx48hEAjAYDDg7OwMW1tb1NTUYMuWLQ0+Wy9evFBl4DeFmZlZs7PxKYP5H+fQoUMwMTHBjBkzsHr1arUf7pEjR8Lf3x9CoRCXL1/G5cuXX5uaQzIUFRWhuroaXC63gTRbfZRKM1ZWVrCzs4OFhQWsra3h6uqqytSsqqrC3r17GwkaqMPMzIx0sfzo0aPRrVs3XL58GQUFBTAwMACLxQKTyYRAIEBRURGeP3/eIFHq1q1biImJISUs39IQBIGhQ4ciKCgIUqkUYrEYEokEYrEYIpEIBgYGmD59OioqKnD8+HG1O8eqqip8//33WLJkCZhMptZYOnmXPg+jRtUZRhMT9UIHO3fyMWaMesNUZ2j/GUTmkj//zIeNjWYX7JUrjcs8ioqADh0a7jK3batTL9I0r1fPW59Lly5hyJAhkMvlePjwIUpLS1FTUwOxWNzmGdOenp4YM2YMRCIRDA0NIRQK8dVXX2kdZ2dnhz59+uDFixfIzs6Gt7c3DAwMoFAoUFJSolosvoqhoSFqa2thqEWVn8PhkG5SrgnKYFJg69atmDVrFubPn49vv/22gVt1+vTpcHFx0fhhfVP43//+1+TzSqUZTY12ORwOYmNjMXnyZBw4cEDrSt7U1JRUvERZs/r777/rVOojlUohFAoREBDQrDR5XenduzcGDBgAhUKBY8eO4erVq2qP43K5GD58OMaOHYuwsDCsX7++UTJHVVUV1q1bhwULFmhNBtM1Bj5lCg/Dh/MxblzjeCGDUdfxY/ToxkZTF+GCuDg+xo5tnHCkHKd0warbNc6bx8PevQ3rDuvu9413mU5OjctJXs2LSUpKgoGBgaqfqbJ35L59+5qVo6AP1tbWUCgUyM7ORk1NDXr06IGPPvoIubm5uH//PlJTUxsZcQ8PD0yePBlZWVmqRDayNc02NjYQCARad5gikQhsNluv16SEMpgUAID169dj0aJFWLx4MZYvXw6pVKpqQvvTTz+9Noox7YUyuzgqKgrDhg1DSkpKk9l8YrGYVClDp06dIJPJ9KqLraqqgpmZmc7j9KFLly6IjY2FkZERKYEGgUCAP//8ExYWFpgzZw4+/PBD/Pzzz412wy4uLpDJZFrd3fokjR04wMOBA3zs2aPeaKqr1ySDlxcfX37Z2O2rRKEAamqACROaPq9EUtdZpP68du9WGtl/WLGicTmJupJFZQ1ue3P58mVVGzdTU1Pk5OSgsLAQHh4eiI+Px5gxY1BVVaUyoARBID4+HikpKTo3B6DT6fDw8EBqaqrWWszi4mI4Ojo256VRBpPiH1avXo2lS5di8eLFkMvlYLPZ+OGHH9qs/dObwIkTJxAcHIw+ffo0qTCSm5uLkJAQrecTiUR6JwdJpVKtbqjmYm9vj7Fjx8Lc3BwPHz7Enj17dHLHl5WV4ZtvvsHMmTOxePFi/Prrrw1i5d7e3qRcyjQaTU/XIg+ZmV/Dw2NOIwNHEHX1mlJpXfwxL4+nRulHOaCufMXOTrOhBOqM2dGjwObN2o3w2LF1kn6vzmntWj7mzftn/KsVMQoFtGbUtjdnzpzBmTNn1D5nY2ODgIAAeHh4YNSoUVAoFEhMTNTLUxIQEICioiLY2dnh8uXLTR6bkpJCSiazKUhq31P8F5DL5fjhhx+gUChAEAS+/fZbyliqobS0FM51TRk1kpOTAwaDoXKNaSIvLw8EQZAqe3kVY2PjVotfcrlczJ49G/PmzUNVVRWWL1+Obdu26RW7lkql+Pnnn5Gbm4uxY8c2eM7e3h45OTlaz9GcsiQajYZ33+0GqbSxi1VZerJyJbB3Lx/h4RJYWsrBYJTDykqB4cNF2LuXj717AUfHxgLwryKTkTOWdfCQl9dwTjRaXWxz9eo6d21EhHZ37JtGUVERjh07hn379oFGoyEpKUkvY+ni4oIBAwbg3r17MDEx0Zrpn5WVBYVCAS8vL32nThlMioaIxWKsWLFCbXNoijrYbLbG8hklVVVVKjH3phCLxSgpKUFMTIxOc7CxsQGXy20yjV5fhgwZgg8++ADGxsZYu3Yt1q9f3yJ9C7dt2wZTU1PVKp8gCHA4HNy9e1fr2ObW8crlcowZw0NNjfq4ZH2NV03PtQaLFvHwajI1jQbY2wMbN/Ib9b9UKIClS1tnLupgMBgIDQ1FQkIChgwZ0ixjUx8zMzPMmDED6enpOHHihM7jra2tMX78eBw6dAh9+/bFyZMnSXkgXr58CTc3N32mDIByyVJQ6ASPxwOPx9NaXA3UuVtdXFy0irnv3r0bc+fOha+vL+7du6f1vK6urpgyZQqePXvWoprABEFg7ty5sLGxwaFDh3D9+vUWOzdQt4i4f/8+4uLiAACBgYGQSCRaJQuBljGYQF1cUVO9ZkugzxRHj27smqXRAHXhaYUCyM1tvjvWw8MDcXFxWLFiRZPHdenSBZGRkeDz+XB0dESvXr0A1JVy3L59W2PSV1MwmUwsWLAAJSUlpL5Hr8LlcjFlyhScOnUKYWFhSElJwYMHD7SOc3FxAY/H05jYRwbKYFJQkITFYmHu3LkqoQNtVFZWat1hAnUKQ5cuXcLo0aPRpUsXXLhwAeXl5ejWrRusrKxAp9PBYrFgbGwMGxsbmJqa4uHDh9i6teVk0BgMBhYtWgRjY2N8//33reaK3717N2bNmoWRI0eitraWtPBCSxlMQFmvWbeDMzVtuR2kQgHcu6eP046HJUsaS+mpm1NL9SmIiYlBeXm51uPu3r3byAPQtWtXBAUFISoqClFRUbh79y6OHDlC2l2/YMECSCQSjSL8TcFisTB16lQkJyejW7duKCgoaNRWUB0MBgOTJ09GWlpas+Q5KYNJQUECCwsLzJ8/H7W1tRol6dhsNuzt7SGXy1FUVISysjLSYu4nTpxAYWEhoqKiMH/+fAB1LZeUfTolEglEIhEeP36MpKQkUgabLCwWC++++y5oNBq+/fbbVnXFy+VyrFu3Tq+xLWUwlUybVrdTs7evS/qxslIKCCiv98+/L18Ca9YAo0fT4O6uAEHUxSulUkAkAjgca5w4YYJt27QbIXU8fcpDfHzjjN76KBTAxIl6nb4Bjo6OsLCwwKZNm/Qan5qaqioxCw8PR+/eveHv799kmZGSOXPmgMPhYMWKFToncTEYDEycOBGPHz+GjY2Nqj0YGaZOnQqZTIZt27bpdM1Gc2jWaAqK/wAuLi6YNm0aCgsLsX79+kZfdKUr087OrkE3egA6aVfeu3ePlEu2JQkODkZ0dDQEAoFe3VXYbDbCw8Ph4eGh6iaSn5+P1NRUpKSktNg89c+S1T62oICHhQv/+b+NjQ0WLFiADz/8sNGxn32m/hxfffUp7t/fDUA/g1lH00azLtbZfHdscHAwXr58qXP/SXUoS1kiIiIQHR2NoKAgvHz5EmKxWPUjEolAp9Ph6+sLFouFNWvW6Lwoo9FoGDVqFCorK1Wi67/99hupz0RwcDBcXFywZs2aZos4UAaTgqIJPD09MWnSJDx48ADb64t3/g1BEFi8eDE4HA6+//77Blmr77zzDjp06IARI0Zg3759bTltrXh6emLs2LEwMDDAzZs3cfDgQZ3P0b9/f/Tr1w81NTV49uwZMjIywGAw4O7ujhEjRiAyMlKl+dlcWtIl+3qjXkxeLgeys39BUNDBZsvf5eXloWvXri0w1zoIgoCDg4PqPWKz2eByuSpZRzqdDhqNhpycHBw+fFhrwpw6oqOjYWxsjLS0NISEhOCXX34hpaTF5XIxbNgwXLx4sUW8MpTBpKBogpEjRyI9PV2tsVTG/dhstlpXprW1Na5fv47g4GBcuXLltRF/CAgIwIgRI3Dv3j3s3r1bL2MydepUdOzYEQcPqr+Bs1gsvP3221i0aBEuXLigsSaPLM01mLqM1VYK1Ba8804nLF48Ek5O/wcaDRg3Dujf/zyGDx+OgoICrUX6TZGeno7Y2FhwOBy9jFd9PD09MW7cOMjlcmzYsIFUiZCuhIWFwc3NDYmJiYiKisL69etJ71BnzZqFkpISnCbbpVsL7f/JoKB4TfHx8YGxsTH27NnT6Dkmk4n3338fhoaG+O677xp9ge3t7UGn05GdnY3q6mpMmjSprabdJARBIC4uDufPn8fOnTv1Mpbh4eHo2LEjVq9erXG3U1tbi59//hlHjx5FeHg4PvjgA9jZ2ek979d9h6lQKEg3qSZDfHw8XrxgYvx43t+i7TycPXsWRUVFGDx4cLPOLRAIUFVVhaioqGadZ+DAgZg8eTIyMjLw1VdftYqx9PX1RUhICM6ePYvo6Gj8+eefpF3JMTEx4HK52LBhQ4vNhzKYFBQaCA4ORmFhodpuLNOmTVOJO6hb7YaGhgIAxowZA7lcjuTk5FafLxlCQkIgk8n02vERBIHo6Gj069cPJ06cILVjvnr1Kr766ivw+XzMnz8fCQkJYLFYOl+7LQ2mPspLCgX5JtVksLOzUytzd+7cObi6ujZ7F5yZmQlvb2+93gug7nMdHh6OPXv2YMeOHa2yIDE3N8fQoUOxe/duxMbGYteuXSgsLCQ11tXVFSEhIdi1a1eLJrFRLlkKCg0YGxurLdi3tbWFvb09fvzxR7Wp9EwmE76+vjh06NBrYyiVmJiY6NyOjclkIiYmBt27d4dcLgdBEFplyOpTW1uLX3/9FR4eHhg/fjw+++wziEQilJSU4PHjx3j06BFEIhGkUinkcjkkEonqd6lUCqlU2qykH0A3g6mvMWopV66LiwsIglDb7CAnJ6fZfVZ9fX3h5+cHsViMd999FytWrNAp2cvX1xfdunXDb7/91iq7SiX+/v64c+cO7O3tkZGRQbrmuH4JSUs3jKAMJgWFBoyMjNTGip4/f44vvvhCrbFkMBhYvHgxqqqqXjtjCdQlfPTp04fUscqOI56enhAKhThy5AgsLS31ThjJyspCbW0t7t27h9LSUnh6eiIoKAhhYWEANO/slLvL5tycW3uHSaPRdM4w1kRwcDD4fL7aOXfq1Em1mNCHgIAAxMXF4fLlyzh37hyWLl2KGTNm6FTqM2zYMNy7d69VjSXwz3smFot12r2//fbbkEqlzS4hUQdlMCkoNCCXyzWKm6szliwWCwsXLgSDwcD333/f2tPTi7S0NMhkMiQkJGgUPvDy8kK/fv3g6OgIPp/foLVbfHw86T6f6iAIAjU1Naq+qmRZvHgxmPVbe+hIWxjM5vxd6uPq6qqx56qzs7PeiTq9evVCdHQ0zp07pyr2/+uvvzBz5kwQBEHqb+Tl5QUjIyMcOHBArznowv379zFr1izcvHkTXbp0QVZWFu7fv9/kwiQkJATOzs4tUkKiDspgUlBoICMjA97e3qSOrS9s8P333+vs9mxL/vjjD0ybNg3vv/8+Hj58iKqqKrBYLDg6OsLZ2Rl0Oh0FBQVqsx7z8vLQpUsXva9NEESLGRZd0NVg6hovpdFokL0qCqsnXC5XYw2rvu7Y8PBwREZG4vjx4w0WKs+ePYNMJoO/vz+pvpkDBgxAbm5umzSQLy0txfr169G7d288efIEcXFxiI+Ph1AoxPPnz5Geno7bt2+rvmtmZmYYOnQozp8/36LCHvWhDCYFhQbOnTuHoKAgzJgxo8lMO2Xz2/z8fPz666+vfc1fTk4Ovv/+ewwePBjdu3cHnU6HTCZDRUUFTpw4geTkZI2v4dGjR4iJiQGTydTrpkkQRIu5LnWhtXeYAFpkIeDq6gqgzpCpIzU1FT169NDpnBEREYiIiMDBgwfV6gNLpVIYGRlpPQ+DwYCtra3eCkH6UFpa2mA3a2FhgR49esDDwwMDBw5EdHS0Kh5ubm6O4uJinD17ttXmQxlMCgoN1NbWYt26dXjnnXcwc+ZM/Prrrw2eZzKZSEhIgIeHB27fvq1z89v2hM/n6xXj4fP5EIlE6N27NykNz1dpjuuyOe29Wjvpp7lJSUrc3NxQ04RgbFZWFmg0Gjw8PEglwSiN5f79+zXuIOl0epPXVNK/f3+IxWJkZ2drPba1KCsrw+nTp1V1lWw2G35+foiIiIBCoWj0HW1pqLISCoomKCoqwqpVq2Bvb4+lS5fCzMwMFhYWqmxPW1tb/Prrr2+UsWwumZmZ8Pf312usvi5ZfXd9BEHo5V7Vh5bYOdva2mptpZadnY34+Hit5woMDNRqLIODg8FgMEgJkgcGBpJqxdaWCIVC2NrawtDQEBs2bGj1UAhlMCkotFBSUoLly5dDJBJh8eLFWLJkCezt7XHy5El8/fXXzWoX9CZy7tw5mJub65WE05LJMWRoK9WelophWlhYaG0Kvm3bNhgbG6uyi9XBYDAwbNgwXL16VaOxJAgCQ4YMwfXr17XWKrq6uoLNZuPkyZPaX0QbEh4eDn9/f2zevLlNlLQolywFBQmEQiFWrVoFKysriESiFmmo/KaivDEZGxvrHMdsTvkFi8WCjY0NCIIAjUZr8FP/MaWRJAgCBgYGAOpUm+h0OgiCUP2r/Hn1cbIdZtS9tuZibGysMUNWSW1tLc6ePYvIyEg8fvxYbenThAkTIBaLcfToUY3nGTZsGBQKBamOHyNHjkRubu5rlczWtWtXDBw4EIcOHWrRvrBNQRlMCgodaAkh8X8L+sQU9d1hpqeno3fv3hqzltXNRfmYQqHAuHHjGvy/qd/1SUySSqWwsLDQ2ixcG0wmk5T024ULF+Di4oJZs2Zh165dqgbKJRNgbQAAFL9JREFUDAYDY8eOhYeHB3777TeN4xkMBgIDA3H8+HGt1woNDQWPx9PY1q49cHBwwNixY5GUlNTijc6bgjKYFBQUOuHl5QW5XK5Xk2kajaZXdu3x48fRp08fLFu2TKdxbDYbn3zyCT7++GPSYzw8PHTW/hWJRLCystJpjDoMDAxIL8r++OMPjB8/XiV+XltbCzabDbFYjPXr1yM3N1fj2OHDh0MkEiEpKanJa3A4HAwePBhXrlxptlC7EisrK4SFhcHd3V1V55yfn48zZ86QWnCYmZlh5syZyMjIwLFjx1pkTmShDCYFBYVOBAYGorS0VK+x+hpMfdE3hqmre7WqqgodOnTQ61r1IQgCxcXFpI/ftm0bmEwm3Nzc4OzsjMePH2vNYmUymejevbtWV6ybmxumTJkCqVSK3r17o2PHjkhNTcXdu3d16qXJ5XLh7e0NHx8fODs7w9DQEC9fvkRmZiZKS0vBZDLRpUsXzJkzB9evX2+y1RyTycQ777yD0tJS/PXXX6Tn0FJQBpOCgkInXFxccPPmTb3Hv+4GU5/ykLy8PHh4eOg8rj5cLhcAdN7JicViZGRkICMjg9TxcXFxqKmpabKv5oABA9C3b1+kpqZix44dcHV1Rf/+/dGnTx8MHDhQpfMrkUhUjaIZDAYMDQ1hYGAABoOhiisDdTWqpaWlSExMRFJSUqPPwNmzZ+Hv74+RI0c2aTAXLFgAqVSKNWvWkHqtLQ1lMCkoKEjDZrPBZrNx9epVvcb/W7NkMzIy9C61UWJlZdXqohcsFgvdunVrsgxq4sSJ8PLywoEDB1QLo5ycHFVMlMFgwNnZGTweD1wuFyYmJjA2NoZIJEJVVRVevnyJly9foqKiAnw+n3SikEQiaTLTeObMmeBwOFixYkW7iYNQBpOCgoI0Xl5ekEqlzcoSbssdZktkrpIhIyMDdDodZmZmesV2AcDGxqbVFxMjRoxAdXW1Rum9rl27wsvLC2vWrNEoLyeVSltFvMDd3V3j7jo+Ph5OTk5YtWpVi7br0hWqDpOCgoI09vb2qK6ubtY5XneXrD4ok266d++u9zk8PDx0ig3qCovFQufOnZssNQkMDERhYWGrabE2hb29vdr4bb9+/eDn54fff/+93bPUKYNJQUFBGisrK713l0rj1ZZasvoo/egrwVdUVARPT0+9xhIEAXd3d1KKO/oSHx+PyspK3Lt3T+MxDAajXbR+gbrs11drSnk8HgYMGICDBw+2qySfEspgUlBQkIbH4+mdIduc9lz60lY7TKBOmF7fTFllaYg++rxkYLPZ8Pb2xpEjR5o87u7du3B0dASPx2uVeTQFk8ls5M4eNmwYysvLm0xQaksog0lBQUEaDoeDFy9e6DX2TTGY+u4wb9++DRaLpfPrjIiIQOfOnbFly5ZWS2aJj4+HQCBQCRxo4saNG8jLy8N7772HkSNHtul7VlNTAxcXlwaPdejQQavyUVtCGUwKCgrS1NTU6J2YopSpa0vacocpEAgglUrRrVs3Uscre6hGRETg0KFDrepydHNzw6VLl0gdu379ehw+fBje3t74/PPPMX78eLBYrFabm5Lz58+je/fuCAoKUj2mUCg0NnFvD6gsWQoKCtLU1tbC09MT165d03ksk8nUe/emL225wwTq2k95e3s3KXjeo0cPhIaGwsbGBqWlpfjuu+9aNdkHqFusNKX88yrJyclITk6Gv78/Bg0ahE8++QQ5OTk4cuRIq4mc37hxA1wuF7Gxsejbty8uXLiA+/fvo2fPntizZ0+rXFNXKINJQUFBmoyMDISGhuo1tr0MZlteMycnp5HeLZPJREBAAPz8/GBvbw+5XI5nz55h1apVbdJhA6grr9FFQUhJSkoKMjMz8dFHH8Hc3BwLFy4En8/H+fPnNS4KmsPZs2eRnJyMESNGYNiwYSrxg5CQECQnJ7f49XSFMpgUFBSkOXv2LPr06YPw8HBcvHhRp7EMRtvfbvSpw2yOgb1//z6Cg4Mxfvx4sNls2NrawsjICBKJBAUFBdi6dWurZsKqg81mA9C/nGfo0KEQCAT49ttvwePxEB0djeHDh2Po0KG4ffs2Tp48qfXcBEGQjs9WVVXhzz//BFAnsj506FD079+fMpgUFBRvFnK5HJcvX8aAAQNQUFCgU1ulN8Ul2xxMTU2hUChgYWEBqVSKpKQk3Lx5s13bwSmNmT4lIywWC126dFGJnPP5fGzZsgUEQWDAgAEICQlBSEgICgsLceXKFbUNpiMiIhAWFob//e9/Ohvt/Px8bNq0CZ9//jk8PDzarI2XJiiDSUFBoROnTp2CiYkJpkyZghcvXiAjIwMikQh0Ol2lIcpgMECn0xv8mJubQ6FQgMVitVlfxbbeYb711lvIzc3Fr7/+qvc5WhqpVAqFQgEbGxu1vTObYsKECaiqqmokhSiXy3Hq1CmcOnUKnp6eCA8PR3x8POLj41FeXo7s7GzcvXsXgwcPhoODAw4dOqT3DlcsFqOgoAADBgygDCYFBcWbx969e/HgwQP06tULwcHBoNFokMvlUCgUav9V/giFQnz66afIzc3Fvn37Wl25Rd8Ypj6GliAI2NnZqdyJ7Q1BEOjcuTO6d+8OmUyG7t2762Qwvby84ObmhnXr1jV53KNHj1SlH15eXvD394eXlxeCgoJQXV2NlStXNvt9Pn36NKZMmaKTa7c1oAwmBQWFXujSIaM+7u7uGDp0KBYvXoy8vDzs2bOn1QxnW2bJ9uzZEzKZrF3rBt3d3REUFAQXFxdwuVzIZDKUlZUhJycHoaGhKC4uJtVphslkYvz48UhJSdGpKbbyM+Hm5obp06dj3bp1LZIBnJWVBblcjs6dOyM1NbXZ59MXymBSUFC0KdnZ2Vi1ahUcHBwwcuRILF68GBKJBNXV1eDz+Xjx4gXy8vKQnZ3d7NhfW8Ywg4OD202+jcvlYtGiRTA0NER5eTnS09Nx8+bNBjvKvn37Yvjw4aDRaE0q5/B4PMyePRs1NTV6l3PExcUhJyenRctlysvL0a1bN8pgUlBQ/PfIz8/HqlWrwOVy0alTJzg4OMDGxgY+Pj4IDAwEg8GAQqGASCRSGc45c+aoXL3Kn/r/V7p+lf/ncDggCAJjx45VXVfpbq3vdq3/mJGRkc6vhcFgwMrKqt3qBefMmQOBQIA1a9ZoTOy5cOECACA2Nhbe3t7Ys2dPo84fffr0QWRkJIqKirB+/Xq95uLh4QELCwts2LBBr/GayM/Ph5OTU4ueU1cog0lBQdGuCAQC3Lp1S21dn52dHVxdXWFtbQ0Oh4Pa2lrQaDTQaDQQBAGCIECn01X/B6D6XXlcQUEBOnTo0MDV2tTvBgYGoNFoWL58uU6vIzc3Vyf3ZUvh7+8PExMTrFq1SmsW7IULF5Cbm4tRo0bhk08+gUAggFAoBIvFApfLhUKhQGJiIk6fPq33fIYPH47Hjx+3eGZwZmYmunbt2qLn1BXKYFJQULy2FBYWorCwEABw4MCBNrmmnZ0d5s2bh2XLlrXJ9ZpLv3798PjxY9KZx9nZ2fjmm29gb28Pf39/mJqaQigUIi0tTa+YdH28vLxgZmamNVFIVwiCQG1tLRgMBjgcjsa+ma0NZTApKCgo6tHWtaLNwcLCAhYWFnpl5hYUFOhcZqKN2NhYZGZmqjVoNjY26NKlC2xsbMDj8UCj0SCTySCVSiGVSiGXyyGTyaBQKFT/WllZwcLCAiwWS/V8165d9ZJmbAkog0lBQUFRj/YsW9CVmJgYlJaWtlqWsaOjI7p06YJr1641ar31KjY2NjA1NcXatWtVj1lYWGDIkCHw8PAAg8GAUChEZWUlKioqIJfLwWAwYGBgADab3cjVTqPRUFFRgQcPHiA1NRVlZWVYsGABOnbsSBlMCgoKiteBN8VgKptO7927t1XOz2azMXHiRBQXF6Nv375aXeJ9+vRBRUWFancZFhaGyMhI8Pl8nDhxAjdu3Gh2c+r8/Hy4u7s36xzNgTKYFBQUFPWQy+V6CRe0NSEhIZDL5bhz506j59hsNlxcXPTSreXxeKiurkZUVBRSU1Ph6OiIZ8+eaR1HEARkMhmAur6pkZGROHHiBC5fvqzzHDTx6NEj+Pn5tdj5dIUymBQUFBRvIL6+vhqzcrt3747o6Gh8++23Wl2pSvr27Yv+/furso1ra2uRlJQEiUSClJQUreNTUlLg6+sLCwsLJCQkgM/nt6ixBOqEEeh0ersl/lANpCkoKCjq8aa4ZNlstkZhgKtXr0IoFKJXr16kzuXt7Y2BAwfi+PHjWLZsGdauXQu5XI7evXuTzk7OyspCXl4eFi9eDCsrK/z++++kXwtZpFIpxGIx6SbdLQ1lMCkoKCjq4ezsrHItvs4wmcxGwgP1efr0Kby8vEida+TIkXjw4AGSkpIA1GXQ/vDDD2AymTotIH755RdUVFTg6dOnKCsrIz1OF/h8frvFMSmDSUFBQVEPPz+/VrvZtyRVVVWwtLTU+Pzt27dhYWGh9Tzx8fFgMpnYtWtXg8eFQiHkcjnMzc11mtfDhw/RoUMHncboQn5+PmxtbVvt/E1BGUwKCgqKv2EymfDw8EBiYmJ7T0Urz549g6urq8bn09PTQaPRNO7GCILAmDFj4Ofnh7/++ktjBquuLuqrV6/C2NhY1bi6pXn06BG4XG6rnFsbVNIPBQUFxd9Mnz4dQqGQVJJLe3P06FH06NEDc+bMwYYNGxoZvLCwMEgkEkybNg1yuRylpaXIyckBUKdmZG9vD4lEgj///LPJPpO6uqcrKiogEAgQFxeHrVu36v7CmsDKygo2Njag0+kwNjZGdXV1i55fG5TBpKCg+E9DEAS8vLwwbNgwGBsb48cff2zvKZHCwsICYrEYtra2+Pzzz5GXl4fi4mLweDw4OTmBwWDg9u3buHr1KszMzNCzZ094enoCqDNqBw4cUKvf+yr6lNicPHlS5eol0zg6LCwMbm5ukEgkKn1bExMTcLlcGBsbg8vlwsTEBARBoKamBnK5HF26dMH169d1nltzoAwmBQXFv5r58+fDzs6uwWNK+TuFQqFqMp2VlYVdu3Y1mUjT3rBYLERERKB79+7gcDgoLi7Gd999h8DAQPj6+qJjx46ora3F1atXcf78edWus6ioSK8+nQqFAoaGhjqPu3PnDqKjoxETE9NkBxcnJydMnToVdDodL168AJ1Oh729PQwMDCASiVBTUwOhUIiCggKkpaUhOzsbcrkcixYtQseOHSmDSUFBQdGSrFmzBgwGQ/VjYGAAJpMJOp0OAwMDCASCFu3b2BrY2Nhg3LhxsLa2Rk1NDVJTU3HmzBlVLWJSUpIqw7Wl4PF4EIvFcHFx0UuU/ejRo4iPj8eNGzfUCh9EREQgIiICGRkZ2Lp1q06x0vz8fDg7O+s8p+ZCGUwKCop/PUqB7zcNgiAwYsQI+Pn5oaCgAGvXrm1xwXRNdO/eHQKBAMHBwTh58qTO4+/cuQMvLy/MnDkT9+/fx4ULF1BWVgYPDw9ERkbC2toahw4d0muXmJWV1S61mLSmlPnNzc3fHNl+CgoKin8RVlZWmDVrFhgMBvbs2YMHDx606fUHDRoEqVSKvn374vjx43rvYAMCAtC/f3+YmpoCqHPz5uXlYe/evXqLxjOZTHzxxRf45ptvWrzvJgCUl5erDdxSO0wKCgqK15Camho8ffoUO3bsaJfdcXZ2NoYNG4bk5GQMGjQI165d00sFSVNz8OYgFouRlpYGDofTKgZTE9QOk4KCgoJCLbGxsfD09ISJiQnS0tKwffv29p5Sm6Bph0kZTAoKCgoKjdjb26Njx44YOHAgbty4gUOHDrX3lFodyiVLQUFBQaEzBQUFKCgoQHV1NeLi4nDixAlStZX/RihpPAoKCgoKrdy6dQtisRi9e/du76m0G5TBpKCgoKAgRXZ2Nrp3797e02g3KINJQUFBQUGK9PR0VXnIfxHKYFJQUFBQkOLFixdgMP67qS+UwaSgoKCgIEVxcTFoNBoI4r9pOv6br5qCgoKCQmfEYjHkcjmCgoJIHU8QBLy9vdG3b194e3u/8Yb2v7u3pqCgoKDQmaSkJAwdOhQCgQBpaWkajxswYAD69u0LhUIBkUgEQ0ND0Gg0HD58GMnJyW0445aDMpgUFBQUFKQ5fvw4jI2NMWHCBOTl5WHr1q2N5Oni4+Ph5+eHAwcO4ObNm6rHw8PDMWzYMNDp9BbvrtIWUEo/FBQUFBQ6Y2Njg4kTJ4LH4+HZs2cQCARgsVhwdnYGg8HAH3/8gezs7EbjwsLCEBkZif/7v/9TtSd73aCk8SgoKCgoWhxfX1/06tULLBYLYrEYT58+xYkTJ5oUav/4449x//59HD58uA1nSh5KGo+CgoKCosW5d+8e7t27p9OYjIwM+Pj4vLYGUxNvdsoSBQUFBcUbR1JSEkxNTd+4rNk3a7YUFBQUFG88z58/h1QqxYABA9p7KjpBGUwKCgoKijbnxIkTCAsLQ0hISHtPhTRU0g8FBQUFRbsQERGBvn37oqqqCseOHUNqamp7TwkAlSVLQUFBQfEa4uDggNmzZ4NGo0EgEODHH39s936bmgwm5ZKloKCgoGg38vPzIRQK8ddff4HFYoFOp7f3lDRCGUwKCgoKinaFRqNhyJAhOHr0KGpqatp7OhqhDCYFBQUFRbtiZGSE4uJi3Lp1q72n0iSUwaSgoKCgaBV4PB5mzZoFR0dHjcdYWFiguLgY+/fvb8OZ6Qel9ENBQUFB0SowGAwwmUzMmTMHAoEAly5daiS63rdvXzx48ADV1dXtNEvyUFmyFBQUFBStCofDwdChQ9G5c2coFAo8ePAAR44cAYvFwty5c/H999+/VrFLqqyEgoKCgqLd6d27N3r37g0TExMIBALcvn0bp0+fbu9pNYAymBQUFBQUrw22trZwdXXFzZs3IZFI2ns6DaAMJgUFBQUFBQko4QIKCgoKCopmQBlMCgoKCgoKElAGk4KCgoKCggSUwaSgoKCgoCBBk0k/FBQUFBQUFHVQO0wKCgoKCgoSUAaTgoKCgoKCBJTBpKCgoKCgIAFlMCkoKCgoKEhAGUwKCgoKCgoSUAaTgoKCgoKCBP8PI5IRrspVFLQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "routes = ox.k_shortest_paths(G, orig, dest, k=30, weight='length')\n",
    "fig, ax = ox.plot_graph_routes(G, list(routes), route_colors='y', route_linewidth=4, node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Imputing travel speeds and times\n",
    "\n",
    "The `add_edge_speeds` function add edge speeds (km per hour) to graph as new `speed_kph` edge attributes. Imputes free-flow travel speeds for all edges based on mean `maxspeed` value of edges, per highway type. This mean-imputation can obviously be imprecise, and the caller can override it by passing in `hwy_speeds` and/or `fallback` arguments that correspond to local speed limit standards. See docstring for details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# impute speed on all edges missing data\n",
    "G = ox.add_edge_speeds(G)\n",
    "\n",
    "# calculate travel time (seconds) for all edges\n",
    "G = ox.add_edge_travel_times(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>length</th>\n",
       "      <th>speed_kph</th>\n",
       "      <th>travel_time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>highway</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>residential</th>\n",
       "      <td>126.5</td>\n",
       "      <td>24.1</td>\n",
       "      <td>18.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>secondary</th>\n",
       "      <td>120.6</td>\n",
       "      <td>44.3</td>\n",
       "      <td>9.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tertiary</th>\n",
       "      <td>105.2</td>\n",
       "      <td>40.2</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tertiary_link</th>\n",
       "      <td>64.6</td>\n",
       "      <td>36.2</td>\n",
       "      <td>6.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unclassified</th>\n",
       "      <td>49.3</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               length  speed_kph  travel_time\n",
       "highway                                      \n",
       "residential     126.5       24.1         18.9\n",
       "secondary       120.6       44.3          9.9\n",
       "tertiary        105.2       40.2          9.4\n",
       "tertiary_link    64.6       36.2          6.4\n",
       "unclassified     49.3       36.2          4.9"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# see mean speed/time values by road type\n",
    "edges = ox.graph_to_gdfs(G, nodes=False)\n",
    "edges['highway'] = edges['highway'].astype(str)\n",
    "edges.groupby('highway')[['length', 'speed_kph', 'travel_time']].mean().round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# same thing again, but this time pass in a few default speed values (km/hour)\n",
    "# to fill in edges with missing `maxspeed` from OSM\n",
    "hwy_speeds = {'residential': 35,\n",
    "              'secondary': 50,\n",
    "              'tertiary': 60}\n",
    "G = ox.add_edge_speeds(G, hwy_speeds)\n",
    "G = ox.add_edge_travel_times(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# calculate two routes by minimizing travel distance vs travel time\n",
    "orig = list(G)[1]\n",
    "dest = list(G)[120]\n",
    "route1 = ox.shortest_path(G, orig, dest, weight='length')\n",
    "route2 = ox.shortest_path(G, orig, dest, weight='travel_time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the routes\n",
    "fig, ax = ox.plot_graph_routes(G, routes=[route1, route2], route_colors=['r', 'y'],\n",
    "                               route_linewidth=6, node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route 1 is 3625 meters and takes 316 seconds.\n",
      "Route 2 is 3799 meters and takes 251 seconds.\n"
     ]
    }
   ],
   "source": [
    "# compare the two routes\n",
    "route1_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'length')))\n",
    "route2_length = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'length')))\n",
    "route1_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route1, 'travel_time')))\n",
    "route2_time = int(sum(ox.utils_graph.get_route_edge_attributes(G, route2, 'travel_time')))\n",
    "print('Route 1 is', route1_length, 'meters and takes', route1_time, 'seconds.')\n",
    "print('Route 2 is', route2_length, 'meters and takes', route2_time, 'seconds.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The yellow route minimizes travel time, and is thus longer but faster than the red route.\n",
    "\n",
    "For more examples of travel time, see the [isochrones example](13-isolines-isochrones.ipynb).\n",
    "\n",
    "For more examples of routing, including using elevation as an impedance, see the [elevations example](12-node-elevations-edge-grades.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Multiprocessing\n",
    "\n",
    "Calculating lots of shortest-paths can be slow, but fortunately it's easily parallelized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 100000  # we'll calculate 100,000 shortest-path routes\n",
    "cpus = mp.cpu_count() - 1  # how many CPU cores to utilize (careful with your RAM!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shortest_path(G, orig, dest):\n",
    "    try:\n",
    "        return ox.shortest_path(G, orig, dest, weight='travel_time')\n",
    "    except:\n",
    "        # for unsolvable routes (due to directed graph perimeter effects)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create iterable parameters (O-D pairs) for each function run\n",
    "nodes = np.array(G.nodes())\n",
    "origs = np.random.choice(nodes, size=n, replace=True)\n",
    "dests = np.random.choice(nodes, size=n, replace=True)\n",
    "params = ((G, orig, dest) for orig, dest in zip(origs, dests))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a pool of worker processes\n",
    "pool = mp.Pool(cpus)\n",
    "\n",
    "# map the function/parameters to the worker processes\n",
    "sma = pool.starmap_async(shortest_path, params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.06 s, sys: 69 ms, total: 2.13 s\n",
      "Wall time: 16.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# get the results, close the pool, wait for worker processes to all exit\n",
    "routes = sma.get()\n",
    "pool.close()\n",
    "pool.join()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100000\n",
      "99089\n"
     ]
    }
   ],
   "source": [
    "# how many total results did we get\n",
    "print(len(routes))\n",
    "\n",
    "# and how many were solvable paths\n",
    "routes_valid = [r for r in routes if r is not None]\n",
    "print(len(routes_valid))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Miscellaneous routing notes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The routing correctly handles one-way streets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G2 = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', dist=800, network_type='drive', truncate_by_edge=True)\n",
    "origin = (33.307792, -111.894940)\n",
    "destination = (33.312994, -111.894998)\n",
    "origin_node = ox.get_nearest_node(G2, origin)\n",
    "destination_node = ox.get_nearest_node(G2, destination)\n",
    "route = ox.shortest_path(G2, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G2, route, route_color='c', node_size=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also, when there are parallel edges between nodes in the route, OSMnx picks the shortest edge to plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_point = (33.299896, -111.831638)\n",
    "G2 = ox.graph_from_point(location_point, dist=400, truncate_by_edge=True)\n",
    "origin = (33.301821, -111.829871)\n",
    "destination = (33.301402, -111.833108)\n",
    "origin_node = ox.get_nearest_node(G2, origin)\n",
    "destination_node = ox.get_nearest_node(G2, destination)\n",
    "route = ox.shortest_path(G2, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G2, route, route_color='c', node_size=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
